testbowling2007 <- read.csv("D:\\Vishal\\III year\\Data Analytics\\Assignment II\\Player Ratings\\2007testbowlingrating.csv")
testbowling2008 <- read.csv("D:\\Vishal\\III year\\Data Analytics\\Assignment II\\Player Ratings\\2008testbowlingrating.csv")
testbowling2009 <- read.csv("D:\\Vishal\\III year\\Data Analytics\\Assignment II\\Player Ratings\\2009testbowlingrating.csv")
testbowling2010 <- read.csv("D:\\Vishal\\III year\\Data Analytics\\Assignment II\\Player Ratings\\2010testbowlingrating.csv")
testbowling2011 <- read.csv("D:\\Vishal\\III year\\Data Analytics\\Assignment II\\Player Ratings\\2011testbowlingrating.csv")
testbowling2012 <- read.csv("D:\\Vishal\\III year\\Data Analytics\\Assignment II\\Player Ratings\\2012testbowlingrating.csv")
testbowling2013 <- read.csv("D:\\Vishal\\III year\\Data Analytics\\Assignment II\\Player Ratings\\2013testbowlingrating.csv")
testbowling2014 <- read.csv("D:\\Vishal\\III year\\Data Analytics\\Assignment II\\Player Ratings\\2014testbowlingrating.csv")
testbowling2015 <- read.csv("D:\\Vishal\\III year\\Data Analytics\\Assignment II\\Player Ratings\\2015testbowlingrating.csv")
testbowling2016 <- read.csv("D:\\Vishal\\III year\\Data Analytics\\Assignment II\\Player Ratings\\2016testbowlingrating.csv")

library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
dataTestBowling <- bind_rows(testbowling2007, testbowling2008, testbowling2009, testbowling2010, testbowling2011,
                            testbowling2012, testbowling2013, testbowling2014, testbowling2015, testbowling2016)
## Warning in bind_rows_(x, .id): Unequal factor levels: coercing to character
## Warning in bind_rows_(x, .id): binding character and factor vector,
## coercing into character vector

## Warning in bind_rows_(x, .id): binding character and factor vector,
## coercing into character vector

## Warning in bind_rows_(x, .id): binding character and factor vector,
## coercing into character vector

## Warning in bind_rows_(x, .id): binding character and factor vector,
## coercing into character vector

## Warning in bind_rows_(x, .id): binding character and factor vector,
## coercing into character vector

## Warning in bind_rows_(x, .id): binding character and factor vector,
## coercing into character vector

## Warning in bind_rows_(x, .id): binding character and factor vector,
## coercing into character vector

## Warning in bind_rows_(x, .id): binding character and factor vector,
## coercing into character vector

## Warning in bind_rows_(x, .id): binding character and factor vector,
## coercing into character vector

## Warning in bind_rows_(x, .id): binding character and factor vector,
## coercing into character vector
summary(dataTestBowling)
##      Name               Rating        LogRating     
##  Length:1000        Min.   :  7.0   Min.   :0.8451  
##  Class :character   1st Qu.:128.8   1st Qu.:2.1098  
##  Mode  :character   Median :293.0   Median :2.4669  
##                     Mean   :332.2   Mean   :2.3630  
##                     3rd Qu.:514.0   3rd Qu.:2.7110  
##                     Max.   :916.0   Max.   :2.9619
library(ggplot2)

dataTestBowling <- dataTestBowling %>%
  group_by(Name) %>%
  summarise(avg = mean(Rating))

set.seed(20)

ballcluster <- kmeans(dataTestBowling[, 2], 5)

ballcluster$cluster <- as.factor(ballcluster$cluster)


ggplot(dataTestBowling, aes(dataTestBowling$Name, avg, color = ballcluster$cluster)) +
  geom_point(size = 2) +
  scale_color_manual(labels = c("Good", "Best", "Useless", "Better", "Average"), values = c("blue", "red", "green", "cyan", "black")) +
  theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
  ggtitle("Test Bowling Ratings(2007-2016)")

dat <- arrange(dataTestBowling, desc(avg)) %>%
  mutate(rank = 1:nrow(dataTestBowling))

dataTestBowling <- merge(dataTestBowling, dat, by  = "Name") 

library(plotly)
## 
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
## 
##     last_plot
## The following object is masked from 'package:stats':
## 
##     filter
## The following object is masked from 'package:graphics':
## 
##     layout
p <- plot_ly(dataTestBowling, x = ~Name, y = ~avg.x, type = 'scatter', 
             mode = 'markers', color = ballcluster$cluster, 
             text = ~paste('Rank: ', rank))

p
dat <- dataTestBowling[, -1]

norm <- function(x) {((x - min(x))/ (max(x) - min(x)))}
dat_norm <- as.data.frame(lapply(dat, norm))
dat_norm
##           avg.x       avg.y        rank
## 1   0.081463991 0.081463991 0.835249042
## 2   0.182998819 0.182998819 0.632183908
## 3   0.360094451 0.360094451 0.402298851
## 4   0.440377804 0.440377804 0.295019157
## 5   0.142351155 0.142351155 0.704980843
## 6   0.730421094 0.730421094 0.084291188
## 7   0.192443920 0.192443920 0.624521073
## 8   0.011806375 0.011806375 0.957854406
## 9   0.082880756 0.082880756 0.827586207
## 10  0.839433294 0.839433294 0.034482759
## 11  0.376623377 0.376623377 0.379310345
## 12  0.106257379 0.106257379 0.770114943
## 13  0.000000000 0.000000000 0.992337165
## 14  0.662337662 0.662337662 0.145593870
## 15  0.263282172 0.263282172 0.528735632
## 16  0.096812279 0.096812279 0.789272031
## 17  0.170306966 0.170306966 0.655172414
## 18  0.543936583 0.543936583 0.237547893
## 19  0.085005903 0.085005903 0.823754789
## 20  0.397874852 0.397874852 0.348659004
## 21  0.030696576 0.030696576 0.919540230
## 22  0.010625738 0.010625738 0.961685824
## 23  0.028335301 0.028335301 0.934865900
## 24  0.423455333 0.423455333 0.314176245
## 25  0.544470681 0.544470681 0.229885057
## 26  0.005903188 0.005903188 0.980842912
## 27  0.055489965 0.055489965 0.873563218
## 28  0.160566706 0.160566706 0.670498084
## 29  0.287780401 0.287780401 0.501915709
## 30  0.839433294 0.839433294 0.038314176
## 31  0.211334120 0.211334120 0.601532567
## 32  0.079693034 0.079693034 0.842911877
## 33  0.548110980 0.548110980 0.226053640
## 34  0.094451004 0.094451004 0.804597701
## 35  0.378984652 0.378984652 0.371647510
## 36  0.077922078 0.077922078 0.846743295
## 37  0.252262889 0.252262889 0.551724138
## 38  0.234159780 0.234159780 0.570881226
## 39  0.534041716 0.534041716 0.245210728
## 40  0.173553719 0.173553719 0.643678161
## 41  0.688508461 0.688508461 0.114942529
## 42  0.473238882 0.473238882 0.279693487
## 43  0.487839433 0.487839433 0.275862069
## 44  0.041794569 0.041794569 0.896551724
## 45  0.440968123 0.440968123 0.291187739
## 46  0.393152302 0.393152302 0.356321839
## 47  0.717827627 0.717827627 0.099616858
## 48  0.097992916 0.097992916 0.781609195
## 49  0.436161241 0.436161241 0.298850575
## 50  0.537190083 0.537190083 0.241379310
## 51  0.338252656 0.338252656 0.429118774
## 52  0.677538371 0.677538371 0.130268199
## 53  0.035925114 0.035925114 0.908045977
## 54  0.526564345 0.526564345 0.249042146
## 55  0.982880756 0.982880756 0.003831418
## 56  0.719303424 0.719303424 0.095785441
## 57  0.126918536 0.126918536 0.735632184
## 58  0.080578512 0.080578512 0.839080460
## 59  0.363636364 0.363636364 0.394636015
## 60  0.314639906 0.314639906 0.463601533
## 61  0.593663912 0.593663912 0.183908046
## 62  0.106257379 0.106257379 0.773946360
## 63  0.058441558 0.058441558 0.869731801
## 64  0.212514758 0.212514758 0.593869732
## 65  0.396694215 0.396694215 0.352490421
## 66  0.849350649 0.849350649 0.026819923
## 67  0.654309327 0.654309327 0.149425287
## 68  0.146694215 0.146694215 0.693486590
## 69  0.664580874 0.664580874 0.141762452
## 70  0.322707595 0.322707595 0.459770115
## 71  0.043683589 0.043683589 0.885057471
## 72  0.720188902 0.720188902 0.091954023
## 73  0.253837072 0.253837072 0.540229885
## 74  0.612750885 0.612750885 0.176245211
## 75  0.017709563 0.017709563 0.950191571
## 76  0.342384888 0.342384888 0.413793103
## 77  0.334356553 0.334356553 0.440613027
## 78  0.020661157 0.020661157 0.942528736
## 79  0.203069658 0.203069658 0.616858238
## 80  0.010625738 0.010625738 0.965517241
## 81  0.133412043 0.133412043 0.716475096
## 82  0.171529769 0.171529769 0.651340996
## 83  0.493900039 0.493900039 0.268199234
## 84  0.062180244 0.062180244 0.862068966
## 85  0.207005116 0.207005116 0.605363985
## 86  0.557654467 0.557654467 0.218390805
## 87  0.093270366 0.093270366 0.808429119
## 88  0.585123967 0.585123967 0.195402299
## 89  0.625737898 0.625737898 0.168582375
## 90  0.602833530 0.602833530 0.180076628
## 91  0.814403778 0.814403778 0.045977011
## 92  0.327922078 0.327922078 0.448275862
## 93  0.271546635 0.271546635 0.509578544
## 94  0.243063754 0.243063754 0.563218391
## 95  0.726682409 0.726682409 0.088122605
## 96  0.313852814 0.313852814 0.471264368
## 97  0.339433294 0.339433294 0.421455939
## 98  0.566706021 0.566706021 0.206896552
## 99  0.684938438 0.684938438 0.118773946
## 100 0.086776860 0.086776860 0.816091954
## 101 0.003541913 0.003541913 0.984674330
## 102 0.423848878 0.423848878 0.310344828
## 103 0.374852420 0.374852420 0.383141762
## 104 0.245235284 0.245235284 0.559386973
## 105 0.271546635 0.271546635 0.513409962
## 106 0.046044864 0.046044864 0.881226054
## 107 0.544273908 0.544273908 0.233716475
## 108 0.232349469 0.232349469 0.574712644
## 109 0.325708383 0.325708383 0.452107280
## 110 0.226977568 0.226977568 0.582375479
## 111 0.009838646 0.009838646 0.973180077
## 112 0.059031877 0.059031877 0.865900383
## 113 0.503187721 0.503187721 0.260536398
## 114 0.345336482 0.345336482 0.409961686
## 115 0.388823298 0.388823298 0.360153257
## 116 0.497441952 0.497441952 0.264367816
## 117 0.121605667 0.121605667 0.743295019
## 118 0.129870130 0.129870130 0.724137931
## 119 0.177390791 0.177390791 0.636015326
## 120 0.803128689 0.803128689 0.049808429
## 121 0.136429227 0.136429227 0.712643678
## 122 0.041659639 0.041659639 0.900383142
## 123 0.203659976 0.203659976 0.613026820
## 124 0.841794569 0.841794569 0.030651341
## 125 0.067296340 0.067296340 0.858237548
## 126 0.141676505 0.141676505 0.708812261
## 127 0.000000000 0.000000000 0.996168582
## 128 0.342384888 0.342384888 0.417624521
## 129 0.679929162 0.679929162 0.126436782
## 130 1.000000000 1.000000000 0.000000000
## 131 0.128807556 0.128807556 0.731800766
## 132 0.924832743 0.924832743 0.015325670
## 133 0.035419126 0.035419126 0.911877395
## 134 0.250885478 0.250885478 0.555555556
## 135 0.189492326 0.189492326 0.628352490
## 136 0.634171024 0.634171024 0.153256705
## 137 0.291223928 0.291223928 0.494252874
## 138 0.304604486 0.304604486 0.482758621
## 139 0.301062574 0.301062574 0.490421456
## 140 0.489571035 0.489571035 0.272030651
## 141 0.076741440 0.076741440 0.854406130
## 142 0.358126722 0.358126722 0.406130268
## 143 0.314049587 0.314049587 0.467432950
## 144 0.128886265 0.128886265 0.727969349
## 145 0.785419126 0.785419126 0.061302682
## 146 0.264593992 0.264593992 0.524904215
## 147 0.590318772 0.590318772 0.191570881
## 148 0.382526564 0.382526564 0.367816092
## 149 0.111570248 0.111570248 0.766283525
## 150 0.508067690 0.508067690 0.256704981
## 151 0.240850059 0.240850059 0.567049808
## 152 0.000000000 0.000000000 1.000000000
## 153 0.172373081 0.172373081 0.647509579
## 154 0.176623377 0.176623377 0.639846743
## 155 0.086186541 0.086186541 0.819923372
## 156 0.253837072 0.253837072 0.544061303
## 157 0.676033058 0.676033058 0.134099617
## 158 0.289649744 0.289649744 0.498084291
## 159 0.577036600 0.577036600 0.203065134
## 160 0.142463597 0.142463597 0.701149425
## 161 0.018890201 0.018890201 0.946360153
## 162 0.043290043 0.043290043 0.888888889
## 163 0.142857143 0.142857143 0.697318008
## 164 0.212514758 0.212514758 0.597701149
## 165 0.263282172 0.263282172 0.532567050
## 166 0.560507674 0.560507674 0.214559387
## 167 0.752656434 0.752656434 0.072796935
## 168 0.055489965 0.055489965 0.877394636
## 169 0.583530106 0.583530106 0.199233716
## 170 0.116883117 0.116883117 0.758620690
## 171 0.275088548 0.275088548 0.505747126
## 172 0.671192444 0.671192444 0.137931034
## 173 0.303227076 0.303227076 0.486590038
## 174 0.794096812 0.794096812 0.053639847
## 175 0.014757969 0.014757969 0.954022989
## 176 0.632113341 0.632113341 0.160919540
## 177 0.170011806 0.170011806 0.659003831
## 178 0.689885872 0.689885872 0.111111111
## 179 0.400236128 0.400236128 0.340996169
## 180 0.077922078 0.077922078 0.850574713
## 181 0.405903188 0.405903188 0.337164751
## 182 0.123730815 0.123730815 0.739463602
## 183 0.367768595 0.367768595 0.390804598
## 184 0.030696576 0.030696576 0.923371648
## 185 0.564738292 0.564738292 0.210727969
## 186 0.324970484 0.324970484 0.455938697
## 187 0.034238489 0.034238489 0.915708812
## 188 0.328807556 0.328807556 0.444444444
## 189 0.152499016 0.152499016 0.685823755
## 190 0.226682409 0.226682409 0.586206897
## 191 0.690672963 0.690672963 0.107279693
## 192 0.118654073 0.118654073 0.754789272
## 193 0.736586646 0.736586646 0.076628352
## 194 0.043093270 0.043093270 0.892720307
## 195 0.777646596 0.777646596 0.065134100
## 196 0.467532468 0.467532468 0.283524904
## 197 0.621802440 0.621802440 0.172413793
## 198 0.198937426 0.198937426 0.620689655
## 199 0.552538371 0.552538371 0.222222222
## 200 0.133116883 0.133116883 0.720306513
## 201 0.852420307 0.852420307 0.022988506
## 202 0.113341204 0.113341204 0.762452107
## 203 0.149547422 0.149547422 0.689655172
## 204 0.220779221 0.220779221 0.590038314
## 205 0.912632822 0.912632822 0.019157088
## 206 0.312278630 0.312278630 0.478927203
## 207 0.040436836 0.040436836 0.904214559
## 208 0.161072694 0.161072694 0.666666667
## 209 0.415289256 0.415289256 0.329501916
## 210 0.377213695 0.377213695 0.375478927
## 211 0.009445100 0.009445100 0.977011494
## 212 0.416765053 0.416765053 0.325670498
## 213 0.591263282 0.591263282 0.187739464
## 214 0.628605161 0.628605161 0.164750958
## 215 0.313105077 0.313105077 0.475095785
## 216 0.467532468 0.467532468 0.287356322
## 217 0.029515939 0.029515939 0.931034483
## 218 0.096221960 0.096221960 0.793103448
## 219 0.339433294 0.339433294 0.425287356
## 220 0.097992916 0.097992916 0.785440613
## 221 0.736245573 0.736245573 0.080459770
## 222 0.030303030 0.030303030 0.927203065
## 223 0.102715466 0.102715466 0.777777778
## 224 0.384651712 0.384651712 0.363984674
## 225 0.360881543 0.360881543 0.398467433
## 226 0.632428178 0.632428178 0.157088123
## 227 0.814639906 0.814639906 0.042145594
## 228 0.121343303 0.121343303 0.750957854
## 229 0.158795750 0.158795750 0.674329502
## 230 0.407319953 0.407319953 0.333333333
## 231 0.001180638 0.001180638 0.988505747
## 232 0.154663518 0.154663518 0.678160920
## 233 0.702951594 0.702951594 0.103448276
## 234 0.373081464 0.373081464 0.386973180
## 235 0.520923521 0.520923521 0.252873563
## 236 0.265938607 0.265938607 0.521072797
## 237 0.229634002 0.229634002 0.578544061
## 238 0.165092483 0.165092483 0.662835249
## 239 0.204840614 0.204840614 0.609195402
## 240 0.429752066 0.429752066 0.306513410
## 241 0.095238095 0.095238095 0.800766284
## 242 0.010625738 0.010625738 0.969348659
## 243 0.433293979 0.433293979 0.302681992
## 244 0.423258560 0.423258560 0.318007663
## 245 0.421015348 0.421015348 0.321839080
## 246 0.336650363 0.336650363 0.432950192
## 247 0.680243998 0.680243998 0.122605364
## 248 0.938842975 0.938842975 0.007662835
## 249 0.252951594 0.252951594 0.547892720
## 250 0.121605667 0.121605667 0.747126437
## 251 0.262691854 0.262691854 0.536398467
## 252 0.096221960 0.096221960 0.796934866
## 253 0.793388430 0.793388430 0.057471264
## 254 0.154663518 0.154663518 0.681992337
## 255 0.335694608 0.335694608 0.436781609
## 256 0.027154664 0.027154664 0.938697318
## 257 0.270365998 0.270365998 0.517241379
## 258 0.932703660 0.932703660 0.011494253
## 259 0.082644628 0.082644628 0.831417625
## 260 0.090200708 0.090200708 0.812260536
## 261 0.768763704 0.768763704 0.068965517
## 262 0.399449036 0.399449036 0.344827586
dat_train <- dat[1:183, ]
dat_test <- dat[184:262, ]

dat_norm
##           avg.x       avg.y        rank
## 1   0.081463991 0.081463991 0.835249042
## 2   0.182998819 0.182998819 0.632183908
## 3   0.360094451 0.360094451 0.402298851
## 4   0.440377804 0.440377804 0.295019157
## 5   0.142351155 0.142351155 0.704980843
## 6   0.730421094 0.730421094 0.084291188
## 7   0.192443920 0.192443920 0.624521073
## 8   0.011806375 0.011806375 0.957854406
## 9   0.082880756 0.082880756 0.827586207
## 10  0.839433294 0.839433294 0.034482759
## 11  0.376623377 0.376623377 0.379310345
## 12  0.106257379 0.106257379 0.770114943
## 13  0.000000000 0.000000000 0.992337165
## 14  0.662337662 0.662337662 0.145593870
## 15  0.263282172 0.263282172 0.528735632
## 16  0.096812279 0.096812279 0.789272031
## 17  0.170306966 0.170306966 0.655172414
## 18  0.543936583 0.543936583 0.237547893
## 19  0.085005903 0.085005903 0.823754789
## 20  0.397874852 0.397874852 0.348659004
## 21  0.030696576 0.030696576 0.919540230
## 22  0.010625738 0.010625738 0.961685824
## 23  0.028335301 0.028335301 0.934865900
## 24  0.423455333 0.423455333 0.314176245
## 25  0.544470681 0.544470681 0.229885057
## 26  0.005903188 0.005903188 0.980842912
## 27  0.055489965 0.055489965 0.873563218
## 28  0.160566706 0.160566706 0.670498084
## 29  0.287780401 0.287780401 0.501915709
## 30  0.839433294 0.839433294 0.038314176
## 31  0.211334120 0.211334120 0.601532567
## 32  0.079693034 0.079693034 0.842911877
## 33  0.548110980 0.548110980 0.226053640
## 34  0.094451004 0.094451004 0.804597701
## 35  0.378984652 0.378984652 0.371647510
## 36  0.077922078 0.077922078 0.846743295
## 37  0.252262889 0.252262889 0.551724138
## 38  0.234159780 0.234159780 0.570881226
## 39  0.534041716 0.534041716 0.245210728
## 40  0.173553719 0.173553719 0.643678161
## 41  0.688508461 0.688508461 0.114942529
## 42  0.473238882 0.473238882 0.279693487
## 43  0.487839433 0.487839433 0.275862069
## 44  0.041794569 0.041794569 0.896551724
## 45  0.440968123 0.440968123 0.291187739
## 46  0.393152302 0.393152302 0.356321839
## 47  0.717827627 0.717827627 0.099616858
## 48  0.097992916 0.097992916 0.781609195
## 49  0.436161241 0.436161241 0.298850575
## 50  0.537190083 0.537190083 0.241379310
## 51  0.338252656 0.338252656 0.429118774
## 52  0.677538371 0.677538371 0.130268199
## 53  0.035925114 0.035925114 0.908045977
## 54  0.526564345 0.526564345 0.249042146
## 55  0.982880756 0.982880756 0.003831418
## 56  0.719303424 0.719303424 0.095785441
## 57  0.126918536 0.126918536 0.735632184
## 58  0.080578512 0.080578512 0.839080460
## 59  0.363636364 0.363636364 0.394636015
## 60  0.314639906 0.314639906 0.463601533
## 61  0.593663912 0.593663912 0.183908046
## 62  0.106257379 0.106257379 0.773946360
## 63  0.058441558 0.058441558 0.869731801
## 64  0.212514758 0.212514758 0.593869732
## 65  0.396694215 0.396694215 0.352490421
## 66  0.849350649 0.849350649 0.026819923
## 67  0.654309327 0.654309327 0.149425287
## 68  0.146694215 0.146694215 0.693486590
## 69  0.664580874 0.664580874 0.141762452
## 70  0.322707595 0.322707595 0.459770115
## 71  0.043683589 0.043683589 0.885057471
## 72  0.720188902 0.720188902 0.091954023
## 73  0.253837072 0.253837072 0.540229885
## 74  0.612750885 0.612750885 0.176245211
## 75  0.017709563 0.017709563 0.950191571
## 76  0.342384888 0.342384888 0.413793103
## 77  0.334356553 0.334356553 0.440613027
## 78  0.020661157 0.020661157 0.942528736
## 79  0.203069658 0.203069658 0.616858238
## 80  0.010625738 0.010625738 0.965517241
## 81  0.133412043 0.133412043 0.716475096
## 82  0.171529769 0.171529769 0.651340996
## 83  0.493900039 0.493900039 0.268199234
## 84  0.062180244 0.062180244 0.862068966
## 85  0.207005116 0.207005116 0.605363985
## 86  0.557654467 0.557654467 0.218390805
## 87  0.093270366 0.093270366 0.808429119
## 88  0.585123967 0.585123967 0.195402299
## 89  0.625737898 0.625737898 0.168582375
## 90  0.602833530 0.602833530 0.180076628
## 91  0.814403778 0.814403778 0.045977011
## 92  0.327922078 0.327922078 0.448275862
## 93  0.271546635 0.271546635 0.509578544
## 94  0.243063754 0.243063754 0.563218391
## 95  0.726682409 0.726682409 0.088122605
## 96  0.313852814 0.313852814 0.471264368
## 97  0.339433294 0.339433294 0.421455939
## 98  0.566706021 0.566706021 0.206896552
## 99  0.684938438 0.684938438 0.118773946
## 100 0.086776860 0.086776860 0.816091954
## 101 0.003541913 0.003541913 0.984674330
## 102 0.423848878 0.423848878 0.310344828
## 103 0.374852420 0.374852420 0.383141762
## 104 0.245235284 0.245235284 0.559386973
## 105 0.271546635 0.271546635 0.513409962
## 106 0.046044864 0.046044864 0.881226054
## 107 0.544273908 0.544273908 0.233716475
## 108 0.232349469 0.232349469 0.574712644
## 109 0.325708383 0.325708383 0.452107280
## 110 0.226977568 0.226977568 0.582375479
## 111 0.009838646 0.009838646 0.973180077
## 112 0.059031877 0.059031877 0.865900383
## 113 0.503187721 0.503187721 0.260536398
## 114 0.345336482 0.345336482 0.409961686
## 115 0.388823298 0.388823298 0.360153257
## 116 0.497441952 0.497441952 0.264367816
## 117 0.121605667 0.121605667 0.743295019
## 118 0.129870130 0.129870130 0.724137931
## 119 0.177390791 0.177390791 0.636015326
## 120 0.803128689 0.803128689 0.049808429
## 121 0.136429227 0.136429227 0.712643678
## 122 0.041659639 0.041659639 0.900383142
## 123 0.203659976 0.203659976 0.613026820
## 124 0.841794569 0.841794569 0.030651341
## 125 0.067296340 0.067296340 0.858237548
## 126 0.141676505 0.141676505 0.708812261
## 127 0.000000000 0.000000000 0.996168582
## 128 0.342384888 0.342384888 0.417624521
## 129 0.679929162 0.679929162 0.126436782
## 130 1.000000000 1.000000000 0.000000000
## 131 0.128807556 0.128807556 0.731800766
## 132 0.924832743 0.924832743 0.015325670
## 133 0.035419126 0.035419126 0.911877395
## 134 0.250885478 0.250885478 0.555555556
## 135 0.189492326 0.189492326 0.628352490
## 136 0.634171024 0.634171024 0.153256705
## 137 0.291223928 0.291223928 0.494252874
## 138 0.304604486 0.304604486 0.482758621
## 139 0.301062574 0.301062574 0.490421456
## 140 0.489571035 0.489571035 0.272030651
## 141 0.076741440 0.076741440 0.854406130
## 142 0.358126722 0.358126722 0.406130268
## 143 0.314049587 0.314049587 0.467432950
## 144 0.128886265 0.128886265 0.727969349
## 145 0.785419126 0.785419126 0.061302682
## 146 0.264593992 0.264593992 0.524904215
## 147 0.590318772 0.590318772 0.191570881
## 148 0.382526564 0.382526564 0.367816092
## 149 0.111570248 0.111570248 0.766283525
## 150 0.508067690 0.508067690 0.256704981
## 151 0.240850059 0.240850059 0.567049808
## 152 0.000000000 0.000000000 1.000000000
## 153 0.172373081 0.172373081 0.647509579
## 154 0.176623377 0.176623377 0.639846743
## 155 0.086186541 0.086186541 0.819923372
## 156 0.253837072 0.253837072 0.544061303
## 157 0.676033058 0.676033058 0.134099617
## 158 0.289649744 0.289649744 0.498084291
## 159 0.577036600 0.577036600 0.203065134
## 160 0.142463597 0.142463597 0.701149425
## 161 0.018890201 0.018890201 0.946360153
## 162 0.043290043 0.043290043 0.888888889
## 163 0.142857143 0.142857143 0.697318008
## 164 0.212514758 0.212514758 0.597701149
## 165 0.263282172 0.263282172 0.532567050
## 166 0.560507674 0.560507674 0.214559387
## 167 0.752656434 0.752656434 0.072796935
## 168 0.055489965 0.055489965 0.877394636
## 169 0.583530106 0.583530106 0.199233716
## 170 0.116883117 0.116883117 0.758620690
## 171 0.275088548 0.275088548 0.505747126
## 172 0.671192444 0.671192444 0.137931034
## 173 0.303227076 0.303227076 0.486590038
## 174 0.794096812 0.794096812 0.053639847
## 175 0.014757969 0.014757969 0.954022989
## 176 0.632113341 0.632113341 0.160919540
## 177 0.170011806 0.170011806 0.659003831
## 178 0.689885872 0.689885872 0.111111111
## 179 0.400236128 0.400236128 0.340996169
## 180 0.077922078 0.077922078 0.850574713
## 181 0.405903188 0.405903188 0.337164751
## 182 0.123730815 0.123730815 0.739463602
## 183 0.367768595 0.367768595 0.390804598
## 184 0.030696576 0.030696576 0.923371648
## 185 0.564738292 0.564738292 0.210727969
## 186 0.324970484 0.324970484 0.455938697
## 187 0.034238489 0.034238489 0.915708812
## 188 0.328807556 0.328807556 0.444444444
## 189 0.152499016 0.152499016 0.685823755
## 190 0.226682409 0.226682409 0.586206897
## 191 0.690672963 0.690672963 0.107279693
## 192 0.118654073 0.118654073 0.754789272
## 193 0.736586646 0.736586646 0.076628352
## 194 0.043093270 0.043093270 0.892720307
## 195 0.777646596 0.777646596 0.065134100
## 196 0.467532468 0.467532468 0.283524904
## 197 0.621802440 0.621802440 0.172413793
## 198 0.198937426 0.198937426 0.620689655
## 199 0.552538371 0.552538371 0.222222222
## 200 0.133116883 0.133116883 0.720306513
## 201 0.852420307 0.852420307 0.022988506
## 202 0.113341204 0.113341204 0.762452107
## 203 0.149547422 0.149547422 0.689655172
## 204 0.220779221 0.220779221 0.590038314
## 205 0.912632822 0.912632822 0.019157088
## 206 0.312278630 0.312278630 0.478927203
## 207 0.040436836 0.040436836 0.904214559
## 208 0.161072694 0.161072694 0.666666667
## 209 0.415289256 0.415289256 0.329501916
## 210 0.377213695 0.377213695 0.375478927
## 211 0.009445100 0.009445100 0.977011494
## 212 0.416765053 0.416765053 0.325670498
## 213 0.591263282 0.591263282 0.187739464
## 214 0.628605161 0.628605161 0.164750958
## 215 0.313105077 0.313105077 0.475095785
## 216 0.467532468 0.467532468 0.287356322
## 217 0.029515939 0.029515939 0.931034483
## 218 0.096221960 0.096221960 0.793103448
## 219 0.339433294 0.339433294 0.425287356
## 220 0.097992916 0.097992916 0.785440613
## 221 0.736245573 0.736245573 0.080459770
## 222 0.030303030 0.030303030 0.927203065
## 223 0.102715466 0.102715466 0.777777778
## 224 0.384651712 0.384651712 0.363984674
## 225 0.360881543 0.360881543 0.398467433
## 226 0.632428178 0.632428178 0.157088123
## 227 0.814639906 0.814639906 0.042145594
## 228 0.121343303 0.121343303 0.750957854
## 229 0.158795750 0.158795750 0.674329502
## 230 0.407319953 0.407319953 0.333333333
## 231 0.001180638 0.001180638 0.988505747
## 232 0.154663518 0.154663518 0.678160920
## 233 0.702951594 0.702951594 0.103448276
## 234 0.373081464 0.373081464 0.386973180
## 235 0.520923521 0.520923521 0.252873563
## 236 0.265938607 0.265938607 0.521072797
## 237 0.229634002 0.229634002 0.578544061
## 238 0.165092483 0.165092483 0.662835249
## 239 0.204840614 0.204840614 0.609195402
## 240 0.429752066 0.429752066 0.306513410
## 241 0.095238095 0.095238095 0.800766284
## 242 0.010625738 0.010625738 0.969348659
## 243 0.433293979 0.433293979 0.302681992
## 244 0.423258560 0.423258560 0.318007663
## 245 0.421015348 0.421015348 0.321839080
## 246 0.336650363 0.336650363 0.432950192
## 247 0.680243998 0.680243998 0.122605364
## 248 0.938842975 0.938842975 0.007662835
## 249 0.252951594 0.252951594 0.547892720
## 250 0.121605667 0.121605667 0.747126437
## 251 0.262691854 0.262691854 0.536398467
## 252 0.096221960 0.096221960 0.796934866
## 253 0.793388430 0.793388430 0.057471264
## 254 0.154663518 0.154663518 0.681992337
## 255 0.335694608 0.335694608 0.436781609
## 256 0.027154664 0.027154664 0.938697318
## 257 0.270365998 0.270365998 0.517241379
## 258 0.932703660 0.932703660 0.011494253
## 259 0.082644628 0.082644628 0.831417625
## 260 0.090200708 0.090200708 0.812260536
## 261 0.768763704 0.768763704 0.068965517
## 262 0.399449036 0.399449036 0.344827586
library(class)
dat_pred <- knn(dat_train, dat_test, dataTestBowling[1:183, 2], k = 3)
table(dat_pred, dat[184:262, 2])
##                   
## dat_pred           9 16 17 31 33 33.6666666666667 34 37 42.25 44.5 78 84.4
##   8                1  0  0  0  0                0  0  0     0    0  0    0
##   11               0  0  0  0  0                0  0  0     0    0  0    0
##   13               0  0  0  0  0                0  0  0     0    0  0    0
##   16.3333333333333 0  0  0  0  0                0  0  0     0    0  0    0
##   17               0  1  1  0  0                0  0  0     0    0  0    0
##   18               0  0  0  0  0                0  0  0     0    0  0    0
##   20.5             0  0  0  0  0                0  0  0     0    0  0    0
##   23               0  0  0  0  0                0  0  0     0    0  0    0
##   24               0  0  0  0  0                0  0  0     0    0  0    0
##   25.5             0  0  0  1  0                0  0  0     0    0  0    0
##   32               0  0  0  0  1                0  0  0     0    0  0    0
##   34               0  0  0  0  0                0  0  0     0    0  0    0
##   38               0  0  0  0  0                1  1  0     0    0  0    0
##   38.4285714285714 0  0  0  0  0                0  0  1     0    0  0    0
##   43.2857142857143 0  0  0  0  0                0  0  0     0    0  0    0
##   43.4             0  0  0  0  0                0  0  0     1    1  0    0
##   44.6666666666667 0  0  0  0  0                0  0  0     0    0  0    0
##   45               0  0  0  0  0                0  0  0     0    0  0    0
##   47               0  0  0  0  0                0  0  0     0    0  0    0
##   55               0  0  0  0  0                0  0  0     0    0  0    0
##   57.5             0  0  0  0  0                0  0  0     0    0  0    0
##   58               0  0  0  0  0                0  0  0     0    0  0    0
##   60.6666666666667 0  0  0  0  0                0  0  0     0    0  0    0
##   65               0  0  0  0  0                0  0  0     0    0  0    0
##   73               0  0  0  0  0                0  0  0     0    0  0    0
##   74               0  0  0  0  0                0  0  0     0    0  0    0
##   75.5             0  0  0  0  0                0  0  0     0    0  0    0
##   76.25            0  0  0  0  0                0  0  0     0    0  0    0
##   77               0  0  0  0  0                0  0  0     0    0  1    0
##   78.2             0  0  0  0  0                0  0  0     0    0  0    0
##   80               0  0  0  0  0                0  0  0     0    0  0    0
##   81               0  0  0  0  0                0  0  0     0    0  0    0
##   81.5             0  0  0  0  0                0  0  0     0    0  0    1
##   87               0  0  0  0  0                0  0  0     0    0  0    0
##   88               0  0  0  0  0                0  0  0     0    0  0    0
##   90               0  0  0  0  0                0  0  0     0    0  0    0
##   91               0  0  0  0  0                0  0  0     0    0  0    0
##   98               0  0  0  0  0                0  0  0     0    0  0    0
##   102.5            0  0  0  0  0                0  0  0     0    0  0    0
##   107              0  0  0  0  0                0  0  0     0    0  0    0
##   111              0  0  0  0  0                0  0  0     0    0  0    0
##   112.8            0  0  0  0  0                0  0  0     0    0  0    0
##   115.5            0  0  0  0  0                0  0  0     0    0  0    0
##   117.1            0  0  0  0  0                0  0  0     0    0  0    0
##   117.166666666667 0  0  0  0  0                0  0  0     0    0  0    0
##   118              0  0  0  0  0                0  0  0     0    0  0    0
##   121              0  0  0  0  0                0  0  0     0    0  0    0
##   123.555555555556 0  0  0  0  0                0  0  0     0    0  0    0
##   128              0  0  0  0  0                0  0  0     0    0  0    0
##   128.571428571429 0  0  0  0  0                0  0  0     0    0  0    0
##   128.666666666667 0  0  0  0  0                0  0  0     0    0  0    0
##   129              0  0  0  0  0                0  0  0     0    0  0    0
##   132.25           0  0  0  0  0                0  0  0     0    0  0    0
##   144              0  0  0  0  0                0  0  0     0    0  0    0
##   152              0  0  0  0  0                0  0  0     0    0  0    0
##   152.25           0  0  0  0  0                0  0  0     0    0  0    0
##   153.285714285714 0  0  0  0  0                0  0  0     0    0  0    0
##   154              0  0  0  0  0                0  0  0     0    0  0    0
##   155              0  0  0  0  0                0  0  0     0    0  0    0
##   157.6            0  0  0  0  0                0  0  0     0    0  0    0
##   158.25           0  0  0  0  0                0  0  0     0    0  0    0
##   163              0  0  0  0  0                0  0  0     0    0  0    0
##   168.5            0  0  0  0  0                0  0  0     0    0  0    0
##   171              0  0  0  0  0                0  0  0     0    0  0    0
##   180              0  0  0  0  0                0  0  0     0    0  0    0
##   180.5            0  0  0  0  0                0  0  0     0    0  0    0
##   183.333333333333 0  0  0  0  0                0  0  0     0    0  0    0
##   187              0  0  0  0  0                0  0  0     0    0  0    0
##   188              0  0  0  0  0                0  0  0     0    0  0    0
##   200.25           0  0  0  0  0                0  0  0     0    0  0    0
##   204.8            0  0  0  0  0                0  0  0     0    0  0    0
##   206.333333333333 0  0  0  0  0                0  0  0     0    0  0    0
##   212              0  0  0  0  0                0  0  0     0    0  0    0
##   213.875          0  0  0  0  0                0  0  0     0    0  0    0
##   215.714285714286 0  0  0  0  0                0  0  0     0    0  0    0
##   220.5            0  0  0  0  0                0  0  0     0    0  0    0
##   221.666666666667 0  0  0  0  0                0  0  0     0    0  0    0
##   223              0  0  0  0  0                0  0  0     0    0  0    0
##   231              0  0  0  0  0                0  0  0     0    0  0    0
##   232.111111111111 0  0  0  0  0                0  0  0     0    0  0    0
##   238              0  0  0  0  0                0  0  0     0    0  0    0
##   241              0  0  0  0  0                0  0  0     0    0  0    0
##   251.75           0  0  0  0  0                0  0  0     0    0  0    0
##   253.333333333333 0  0  0  0  0                0  0  0     0    0  0    0
##   254.666666666667 0  0  0  0  0                0  0  0     0    0  0    0
##   263              0  0  0  0  0                0  0  0     0    0  0    0
##   264.833333333333 0  0  0  0  0                0  0  0     0    0  0    0
##   266              0  0  0  0  0                0  0  0     0    0  0    0
##   273.833333333333 0  0  0  0  0                0  0  0     0    0  0    0
##   274              0  0  0  0  0                0  0  0     0    0  0    0
##   274.5            0  0  0  0  0                0  0  0     0    0  0    0
##   281.333333333333 0  0  0  0  0                0  0  0     0    0  0    0
##   283.875          0  0  0  0  0                0  0  0     0    0  0    0
##   285.75           0  0  0  0  0                0  0  0     0    0  0    0
##   291.2            0  0  0  0  0                0  0  0     0    0  0    0
##   294.5            0  0  0  0  0                0  0  0     0    0  0    0
##   295.5            0  0  0  0  0                0  0  0     0    0  0    0
##   298              0  0  0  0  0                0  0  0     0    0  0    0
##   300.5            0  0  0  0  0                0  0  0     0    0  0    0
##   311.333333333333 0  0  0  0  0                0  0  0     0    0  0    0
##   313              0  0  0  0  0                0  0  0     0    0  0    0
##   316              0  0  0  0  0                0  0  0     0    0  0    0
##   319.5            0  0  0  0  0                0  0  0     0    0  0    0
##   325.5            0  0  0  0  0                0  0  0     0    0  0    0
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##                   
## dat_pred           88.6666666666667 89.5 91 95 104 108.5 110.777777777778
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##                   
## dat_pred           111 120.75 134.666666666667 137.166666666667 139 142.5
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##   454                0      0                0                0   0     0
##   460.333333333333   0      0                0                0   0     0
##   463                0      0                0                0   0     0
##   468.714285714286   0      0                0                0   0     0
##   469                0      0                0                0   0     0
##   469.166666666667   0      0                0                0   0     0
##   472.25             0      0                0                0   0     0
##   480.333333333333   0      0                0                0   0     0
##   482.75             0      0                0                0   0     0
##   488                0      0                0                0   0     0
##   496.75             0      0                0                0   0     0
##   502.25             0      0                0                0   0     0
##   503.6              0      0                0                0   0     0
##   508                0      0                0                0   0     0
##   510.833333333333   0      0                0                0   0     0
##   518.6              0      0                0                0   0     0
##   527                0      0                0                0   0     0
##   538                0      0                0                0   0     0
##   543.4              0      0                0                0   0     0
##   545.142857142857   0      0                0                0   0     0
##   562.2              0      0                0                0   0     0
##   569                0      0                0                0   0     0
##   570.9              0      0                0                0   0     0
##   576.5              0      0                0                0   0     0
##   580.6              0      0                0                0   0     0
##   581.875            0      0                0                0   0     0
##   583.9              0      0                0                0   0     0
##   588.142857142857   0      0                0                0   0     0
##   591.166666666667   0      0                0                0   0     0
##   592.333333333333   0      0                0                0   0     0
##   616                0      0                0                0   0     0
##   617.25             0      0                0                0   0     0
##   618                0      0                0                0   0     0
##   623.5              0      0                0                0   0     0
##   626.666666666667   0      0                0                0   0     0
##   645.5              0      0                0                0   0     0
##   673.25             0      0                0                0   0     0
##   680.6              0      0                0                0   0     0
##   688.25             0      0                0                0   0     0
##   697.8              0      0                0                0   0     0
##   719                0      0                0                0   0     0
##   721                0      0                0                0   0     0
##   727.4              0      0                0                0   0     0
##   791.333333333333   0      0                0                0   0     0
##   840.5              0      0                0                0   0     0
##   855                0      0                0                0   0     0
##                   
## dat_pred           144.428571428571 147.833333333333 176.5 181.5 195 200
##   8                               0                0     0     0   0   0
##   11                              0                0     0     0   0   0
##   13                              0                0     0     0   0   0
##   16.3333333333333                0                0     0     0   0   0
##   17                              0                0     0     0   0   0
##   18                              0                0     0     0   0   0
##   20.5                            0                0     0     0   0   0
##   23                              0                0     0     0   0   0
##   24                              0                0     0     0   0   0
##   25.5                            0                0     0     0   0   0
##   32                              0                0     0     0   0   0
##   34                              0                0     0     0   0   0
##   38                              0                0     0     0   0   0
##   38.4285714285714                0                0     0     0   0   0
##   43.2857142857143                0                0     0     0   0   0
##   43.4                            0                0     0     0   0   0
##   44.6666666666667                0                0     0     0   0   0
##   45                              0                0     0     0   0   0
##   47                              0                0     0     0   0   0
##   55                              0                0     0     0   0   0
##   57.5                            0                0     0     0   0   0
##   58                              0                0     0     0   0   0
##   60.6666666666667                0                0     0     0   0   0
##   65                              0                0     0     0   0   0
##   73                              0                0     0     0   0   0
##   74                              0                0     0     0   0   0
##   75.5                            0                0     0     0   0   0
##   76.25                           0                0     0     0   0   0
##   77                              0                0     0     0   0   0
##   78.2                            0                0     0     0   0   0
##   80                              0                0     0     0   0   0
##   81                              0                0     0     0   0   0
##   81.5                            0                0     0     0   0   0
##   87                              0                0     0     0   0   0
##   88                              0                0     0     0   0   0
##   90                              0                0     0     0   0   0
##   91                              0                0     0     0   0   0
##   98                              0                0     0     0   0   0
##   102.5                           0                0     0     0   0   0
##   107                             0                0     0     0   0   0
##   111                             0                0     0     0   0   0
##   112.8                           0                0     0     0   0   0
##   115.5                           0                0     0     0   0   0
##   117.1                           0                0     0     0   0   0
##   117.166666666667                0                0     0     0   0   0
##   118                             0                0     0     0   0   0
##   121                             0                0     0     0   0   0
##   123.555555555556                0                0     0     0   0   0
##   128                             0                0     0     0   0   0
##   128.571428571429                0                0     0     0   0   0
##   128.666666666667                0                0     0     0   0   0
##   129                             0                0     0     0   0   0
##   132.25                          0                0     0     0   0   0
##   144                             0                1     0     0   0   0
##   152                             0                0     0     0   0   0
##   152.25                          1                0     0     0   0   0
##   153.285714285714                0                0     0     0   0   0
##   154                             0                0     0     0   0   0
##   155                             0                0     0     0   0   0
##   157.6                           0                0     0     0   0   0
##   158.25                          0                0     0     0   0   0
##   163                             0                0     0     0   0   0
##   168.5                           0                0     0     0   0   0
##   171                             0                0     0     0   0   0
##   180                             0                0     0     1   0   0
##   180.5                           0                0     1     0   0   0
##   183.333333333333                0                0     0     0   0   0
##   187                             0                0     0     0   0   0
##   188                             0                0     0     0   1   0
##   200.25                          0                0     0     0   0   0
##   204.8                           0                0     0     0   0   0
##   206.333333333333                0                0     0     0   0   1
##   212                             0                0     0     0   0   0
##   213.875                         0                0     0     0   0   0
##   215.714285714286                0                0     0     0   0   0
##   220.5                           0                0     0     0   0   0
##   221.666666666667                0                0     0     0   0   0
##   223                             0                0     0     0   0   0
##   231                             0                0     0     0   0   0
##   232.111111111111                0                0     0     0   0   0
##   238                             0                0     0     0   0   0
##   241                             0                0     0     0   0   0
##   251.75                          0                0     0     0   0   0
##   253.333333333333                0                0     0     0   0   0
##   254.666666666667                0                0     0     0   0   0
##   263                             0                0     0     0   0   0
##   264.833333333333                0                0     0     0   0   0
##   266                             0                0     0     0   0   0
##   273.833333333333                0                0     0     0   0   0
##   274                             0                0     0     0   0   0
##   274.5                           0                0     0     0   0   0
##   281.333333333333                0                0     0     0   0   0
##   283.875                         0                0     0     0   0   0
##   285.75                          0                0     0     0   0   0
##   291.2                           0                0     0     0   0   0
##   294.5                           0                0     0     0   0   0
##   295.5                           0                0     0     0   0   0
##   298                             0                0     0     0   0   0
##   300.5                           0                0     0     0   0   0
##   311.333333333333                0                0     0     0   0   0
##   313                             0                0     0     0   0   0
##   316                             0                0     0     0   0   0
##   319.5                           0                0     0     0   0   0
##   325.5                           0                0     0     0   0   0
##   327                             0                0     0     0   0   0
##   329                             0                0     0     0   0   0
##   332                             0                0     0     0   0   0
##   337.333333333333                0                0     0     0   0   0
##   341                             0                0     0     0   0   0
##   344                             0                0     0     0   0   0
##   345                             0                0     0     0   0   0
##   347                             0                0     0     0   0   0
##   351.8                           0                0     0     0   0   0
##   366.666666666667                0                0     0     0   0   0
##   367                             0                0     0     0   0   0
##   377.428571428571                0                0     0     0   0   0
##   381                             0                0     0     0   0   0
##   381.5                           0                0     0     0   0   0
##   408.833333333333                0                0     0     0   0   0
##   421.2                           0                0     0     0   0   0
##   422.666666666667                0                0     0     0   0   0
##   426.333333333333                0                0     0     0   0   0
##   429.333333333333                0                0     0     0   0   0
##   434.2                           0                0     0     0   0   0
##   438.333333333333                0                0     0     0   0   0
##   454                             0                0     0     0   0   0
##   460.333333333333                0                0     0     0   0   0
##   463                             0                0     0     0   0   0
##   468.714285714286                0                0     0     0   0   0
##   469                             0                0     0     0   0   0
##   469.166666666667                0                0     0     0   0   0
##   472.25                          0                0     0     0   0   0
##   480.333333333333                0                0     0     0   0   0
##   482.75                          0                0     0     0   0   0
##   488                             0                0     0     0   0   0
##   496.75                          0                0     0     0   0   0
##   502.25                          0                0     0     0   0   0
##   503.6                           0                0     0     0   0   0
##   508                             0                0     0     0   0   0
##   510.833333333333                0                0     0     0   0   0
##   518.6                           0                0     0     0   0   0
##   527                             0                0     0     0   0   0
##   538                             0                0     0     0   0   0
##   543.4                           0                0     0     0   0   0
##   545.142857142857                0                0     0     0   0   0
##   562.2                           0                0     0     0   0   0
##   569                             0                0     0     0   0   0
##   570.9                           0                0     0     0   0   0
##   576.5                           0                0     0     0   0   0
##   580.6                           0                0     0     0   0   0
##   581.875                         0                0     0     0   0   0
##   583.9                           0                0     0     0   0   0
##   588.142857142857                0                0     0     0   0   0
##   591.166666666667                0                0     0     0   0   0
##   592.333333333333                0                0     0     0   0   0
##   616                             0                0     0     0   0   0
##   617.25                          0                0     0     0   0   0
##   618                             0                0     0     0   0   0
##   623.5                           0                0     0     0   0   0
##   626.666666666667                0                0     0     0   0   0
##   645.5                           0                0     0     0   0   0
##   673.25                          0                0     0     0   0   0
##   680.6                           0                0     0     0   0   0
##   688.25                          0                0     0     0   0   0
##   697.8                           0                0     0     0   0   0
##   719                             0                0     0     0   0   0
##   721                             0                0     0     0   0   0
##   727.4                           0                0     0     0   0   0
##   791.333333333333                0                0     0     0   0   0
##   840.5                           0                0     0     0   0   0
##   855                             0                0     0     0   0   0
##                   
## dat_pred           202.5 222.25 230.5 233.25 237 272.5 273.2 283.25 286.5
##   8                    0      0     0      0   0     0     0      0     0
##   11                   0      0     0      0   0     0     0      0     0
##   13                   0      0     0      0   0     0     0      0     0
##   16.3333333333333     0      0     0      0   0     0     0      0     0
##   17                   0      0     0      0   0     0     0      0     0
##   18                   0      0     0      0   0     0     0      0     0
##   20.5                 0      0     0      0   0     0     0      0     0
##   23                   0      0     0      0   0     0     0      0     0
##   24                   0      0     0      0   0     0     0      0     0
##   25.5                 0      0     0      0   0     0     0      0     0
##   32                   0      0     0      0   0     0     0      0     0
##   34                   0      0     0      0   0     0     0      0     0
##   38                   0      0     0      0   0     0     0      0     0
##   38.4285714285714     0      0     0      0   0     0     0      0     0
##   43.2857142857143     0      0     0      0   0     0     0      0     0
##   43.4                 0      0     0      0   0     0     0      0     0
##   44.6666666666667     0      0     0      0   0     0     0      0     0
##   45                   0      0     0      0   0     0     0      0     0
##   47                   0      0     0      0   0     0     0      0     0
##   55                   0      0     0      0   0     0     0      0     0
##   57.5                 0      0     0      0   0     0     0      0     0
##   58                   0      0     0      0   0     0     0      0     0
##   60.6666666666667     0      0     0      0   0     0     0      0     0
##   65                   0      0     0      0   0     0     0      0     0
##   73                   0      0     0      0   0     0     0      0     0
##   74                   0      0     0      0   0     0     0      0     0
##   75.5                 0      0     0      0   0     0     0      0     0
##   76.25                0      0     0      0   0     0     0      0     0
##   77                   0      0     0      0   0     0     0      0     0
##   78.2                 0      0     0      0   0     0     0      0     0
##   80                   0      0     0      0   0     0     0      0     0
##   81                   0      0     0      0   0     0     0      0     0
##   81.5                 0      0     0      0   0     0     0      0     0
##   87                   0      0     0      0   0     0     0      0     0
##   88                   0      0     0      0   0     0     0      0     0
##   90                   0      0     0      0   0     0     0      0     0
##   91                   0      0     0      0   0     0     0      0     0
##   98                   0      0     0      0   0     0     0      0     0
##   102.5                0      0     0      0   0     0     0      0     0
##   107                  0      0     0      0   0     0     0      0     0
##   111                  0      0     0      0   0     0     0      0     0
##   112.8                0      0     0      0   0     0     0      0     0
##   115.5                0      0     0      0   0     0     0      0     0
##   117.1                0      0     0      0   0     0     0      0     0
##   117.166666666667     0      0     0      0   0     0     0      0     0
##   118                  0      0     0      0   0     0     0      0     0
##   121                  0      0     0      0   0     0     0      0     0
##   123.555555555556     0      0     0      0   0     0     0      0     0
##   128                  0      0     0      0   0     0     0      0     0
##   128.571428571429     0      0     0      0   0     0     0      0     0
##   128.666666666667     0      0     0      0   0     0     0      0     0
##   129                  0      0     0      0   0     0     0      0     0
##   132.25               0      0     0      0   0     0     0      0     0
##   144                  0      0     0      0   0     0     0      0     0
##   152                  0      0     0      0   0     0     0      0     0
##   152.25               0      0     0      0   0     0     0      0     0
##   153.285714285714     0      0     0      0   0     0     0      0     0
##   154                  0      0     0      0   0     0     0      0     0
##   155                  0      0     0      0   0     0     0      0     0
##   157.6                0      0     0      0   0     0     0      0     0
##   158.25               0      0     0      0   0     0     0      0     0
##   163                  0      0     0      0   0     0     0      0     0
##   168.5                0      0     0      0   0     0     0      0     0
##   171                  0      0     0      0   0     0     0      0     0
##   180                  0      0     0      0   0     0     0      0     0
##   180.5                0      0     0      0   0     0     0      0     0
##   183.333333333333     0      0     0      0   0     0     0      0     0
##   187                  0      0     0      0   0     0     0      0     0
##   188                  0      0     0      0   0     0     0      0     0
##   200.25               1      0     0      0   0     0     0      0     0
##   204.8                0      0     0      0   0     0     0      0     0
##   206.333333333333     0      0     0      0   0     0     0      0     0
##   212                  0      0     0      0   0     0     0      0     0
##   213.875              0      0     0      0   0     0     0      0     0
##   215.714285714286     0      0     0      0   0     0     0      0     0
##   220.5                0      0     0      0   0     0     0      0     0
##   221.666666666667     0      0     0      0   0     0     0      0     0
##   223                  0      1     0      0   0     0     0      0     0
##   231                  0      0     1      1   0     0     0      0     0
##   232.111111111111     0      0     0      0   0     0     0      0     0
##   238                  0      0     0      0   1     0     0      0     0
##   241                  0      0     0      0   0     0     0      0     0
##   251.75               0      0     0      0   0     0     0      0     0
##   253.333333333333     0      0     0      0   0     0     0      0     0
##   254.666666666667     0      0     0      0   0     0     0      0     0
##   263                  0      0     0      0   0     0     0      0     0
##   264.833333333333     0      0     0      0   0     0     0      0     0
##   266                  0      0     0      0   0     0     0      0     0
##   273.833333333333     0      0     0      0   0     1     0      0     0
##   274                  0      0     0      0   0     0     0      0     0
##   274.5                0      0     0      0   0     0     1      0     0
##   281.333333333333     0      0     0      0   0     0     0      1     0
##   283.875              0      0     0      0   0     0     0      0     0
##   285.75               0      0     0      0   0     0     0      0     0
##   291.2                0      0     0      0   0     0     0      0     1
##   294.5                0      0     0      0   0     0     0      0     0
##   295.5                0      0     0      0   0     0     0      0     0
##   298                  0      0     0      0   0     0     0      0     0
##   300.5                0      0     0      0   0     0     0      0     0
##   311.333333333333     0      0     0      0   0     0     0      0     0
##   313                  0      0     0      0   0     0     0      0     0
##   316                  0      0     0      0   0     0     0      0     0
##   319.5                0      0     0      0   0     0     0      0     0
##   325.5                0      0     0      0   0     0     0      0     0
##   327                  0      0     0      0   0     0     0      0     0
##   329                  0      0     0      0   0     0     0      0     0
##   332                  0      0     0      0   0     0     0      0     0
##   337.333333333333     0      0     0      0   0     0     0      0     0
##   341                  0      0     0      0   0     0     0      0     0
##   344                  0      0     0      0   0     0     0      0     0
##   345                  0      0     0      0   0     0     0      0     0
##   347                  0      0     0      0   0     0     0      0     0
##   351.8                0      0     0      0   0     0     0      0     0
##   366.666666666667     0      0     0      0   0     0     0      0     0
##   367                  0      0     0      0   0     0     0      0     0
##   377.428571428571     0      0     0      0   0     0     0      0     0
##   381                  0      0     0      0   0     0     0      0     0
##   381.5                0      0     0      0   0     0     0      0     0
##   408.833333333333     0      0     0      0   0     0     0      0     0
##   421.2                0      0     0      0   0     0     0      0     0
##   422.666666666667     0      0     0      0   0     0     0      0     0
##   426.333333333333     0      0     0      0   0     0     0      0     0
##   429.333333333333     0      0     0      0   0     0     0      0     0
##   434.2                0      0     0      0   0     0     0      0     0
##   438.333333333333     0      0     0      0   0     0     0      0     0
##   454                  0      0     0      0   0     0     0      0     0
##   460.333333333333     0      0     0      0   0     0     0      0     0
##   463                  0      0     0      0   0     0     0      0     0
##   468.714285714286     0      0     0      0   0     0     0      0     0
##   469                  0      0     0      0   0     0     0      0     0
##   469.166666666667     0      0     0      0   0     0     0      0     0
##   472.25               0      0     0      0   0     0     0      0     0
##   480.333333333333     0      0     0      0   0     0     0      0     0
##   482.75               0      0     0      0   0     0     0      0     0
##   488                  0      0     0      0   0     0     0      0     0
##   496.75               0      0     0      0   0     0     0      0     0
##   502.25               0      0     0      0   0     0     0      0     0
##   503.6                0      0     0      0   0     0     0      0     0
##   508                  0      0     0      0   0     0     0      0     0
##   510.833333333333     0      0     0      0   0     0     0      0     0
##   518.6                0      0     0      0   0     0     0      0     0
##   527                  0      0     0      0   0     0     0      0     0
##   538                  0      0     0      0   0     0     0      0     0
##   543.4                0      0     0      0   0     0     0      0     0
##   545.142857142857     0      0     0      0   0     0     0      0     0
##   562.2                0      0     0      0   0     0     0      0     0
##   569                  0      0     0      0   0     0     0      0     0
##   570.9                0      0     0      0   0     0     0      0     0
##   576.5                0      0     0      0   0     0     0      0     0
##   580.6                0      0     0      0   0     0     0      0     0
##   581.875              0      0     0      0   0     0     0      0     0
##   583.9                0      0     0      0   0     0     0      0     0
##   588.142857142857     0      0     0      0   0     0     0      0     0
##   591.166666666667     0      0     0      0   0     0     0      0     0
##   592.333333333333     0      0     0      0   0     0     0      0     0
##   616                  0      0     0      0   0     0     0      0     0
##   617.25               0      0     0      0   0     0     0      0     0
##   618                  0      0     0      0   0     0     0      0     0
##   623.5                0      0     0      0   0     0     0      0     0
##   626.666666666667     0      0     0      0   0     0     0      0     0
##   645.5                0      0     0      0   0     0     0      0     0
##   673.25               0      0     0      0   0     0     0      0     0
##   680.6                0      0     0      0   0     0     0      0     0
##   688.25               0      0     0      0   0     0     0      0     0
##   697.8                0      0     0      0   0     0     0      0     0
##   719                  0      0     0      0   0     0     0      0     0
##   721                  0      0     0      0   0     0     0      0     0
##   727.4                0      0     0      0   0     0     0      0     0
##   791.333333333333     0      0     0      0   0     0     0      0     0
##   840.5                0      0     0      0   0     0     0      0     0
##   855                  0      0     0      0   0     0     0      0     0
##                   
## dat_pred           292.333333333333 293.142857142857 295.5
##   8                               0                0     0
##   11                              0                0     0
##   13                              0                0     0
##   16.3333333333333                0                0     0
##   17                              0                0     0
##   18                              0                0     0
##   20.5                            0                0     0
##   23                              0                0     0
##   24                              0                0     0
##   25.5                            0                0     0
##   32                              0                0     0
##   34                              0                0     0
##   38                              0                0     0
##   38.4285714285714                0                0     0
##   43.2857142857143                0                0     0
##   43.4                            0                0     0
##   44.6666666666667                0                0     0
##   45                              0                0     0
##   47                              0                0     0
##   55                              0                0     0
##   57.5                            0                0     0
##   58                              0                0     0
##   60.6666666666667                0                0     0
##   65                              0                0     0
##   73                              0                0     0
##   74                              0                0     0
##   75.5                            0                0     0
##   76.25                           0                0     0
##   77                              0                0     0
##   78.2                            0                0     0
##   80                              0                0     0
##   81                              0                0     0
##   81.5                            0                0     0
##   87                              0                0     0
##   88                              0                0     0
##   90                              0                0     0
##   91                              0                0     0
##   98                              0                0     0
##   102.5                           0                0     0
##   107                             0                0     0
##   111                             0                0     0
##   112.8                           0                0     0
##   115.5                           0                0     0
##   117.1                           0                0     0
##   117.166666666667                0                0     0
##   118                             0                0     0
##   121                             0                0     0
##   123.555555555556                0                0     0
##   128                             0                0     0
##   128.571428571429                0                0     0
##   128.666666666667                0                0     0
##   129                             0                0     0
##   132.25                          0                0     0
##   144                             0                0     0
##   152                             0                0     0
##   152.25                          0                0     0
##   153.285714285714                0                0     0
##   154                             0                0     0
##   155                             0                0     0
##   157.6                           0                0     0
##   158.25                          0                0     0
##   163                             0                0     0
##   168.5                           0                0     0
##   171                             0                0     0
##   180                             0                0     0
##   180.5                           0                0     0
##   183.333333333333                0                0     0
##   187                             0                0     0
##   188                             0                0     0
##   200.25                          0                0     0
##   204.8                           0                0     0
##   206.333333333333                0                0     0
##   212                             0                0     0
##   213.875                         0                0     0
##   215.714285714286                0                0     0
##   220.5                           0                0     0
##   221.666666666667                0                0     0
##   223                             0                0     0
##   231                             0                0     0
##   232.111111111111                0                0     0
##   238                             0                0     0
##   241                             0                0     0
##   251.75                          0                0     0
##   253.333333333333                0                0     0
##   254.666666666667                0                0     0
##   263                             0                0     0
##   264.833333333333                0                0     0
##   266                             0                0     0
##   273.833333333333                0                0     0
##   274                             0                0     0
##   274.5                           0                0     0
##   281.333333333333                0                0     0
##   283.875                         0                0     0
##   285.75                          0                0     0
##   291.2                           0                0     0
##   294.5                           1                0     0
##   295.5                           0                1     0
##   298                             0                0     1
##   300.5                           0                0     0
##   311.333333333333                0                0     0
##   313                             0                0     0
##   316                             0                0     0
##   319.5                           0                0     0
##   325.5                           0                0     0
##   327                             0                0     0
##   329                             0                0     0
##   332                             0                0     0
##   337.333333333333                0                0     0
##   341                             0                0     0
##   344                             0                0     0
##   345                             0                0     0
##   347                             0                0     0
##   351.8                           0                0     0
##   366.666666666667                0                0     0
##   367                             0                0     0
##   377.428571428571                0                0     0
##   381                             0                0     0
##   381.5                           0                0     0
##   408.833333333333                0                0     0
##   421.2                           0                0     0
##   422.666666666667                0                0     0
##   426.333333333333                0                0     0
##   429.333333333333                0                0     0
##   434.2                           0                0     0
##   438.333333333333                0                0     0
##   454                             0                0     0
##   460.333333333333                0                0     0
##   463                             0                0     0
##   468.714285714286                0                0     0
##   469                             0                0     0
##   469.166666666667                0                0     0
##   472.25                          0                0     0
##   480.333333333333                0                0     0
##   482.75                          0                0     0
##   488                             0                0     0
##   496.75                          0                0     0
##   502.25                          0                0     0
##   503.6                           0                0     0
##   508                             0                0     0
##   510.833333333333                0                0     0
##   518.6                           0                0     0
##   527                             0                0     0
##   538                             0                0     0
##   543.4                           0                0     0
##   545.142857142857                0                0     0
##   562.2                           0                0     0
##   569                             0                0     0
##   570.9                           0                0     0
##   576.5                           0                0     0
##   580.6                           0                0     0
##   581.875                         0                0     0
##   583.9                           0                0     0
##   588.142857142857                0                0     0
##   591.166666666667                0                0     0
##   592.333333333333                0                0     0
##   616                             0                0     0
##   617.25                          0                0     0
##   618                             0                0     0
##   623.5                           0                0     0
##   626.666666666667                0                0     0
##   645.5                           0                0     0
##   673.25                          0                0     0
##   680.6                           0                0     0
##   688.25                          0                0     0
##   697.8                           0                0     0
##   719                             0                0     0
##   721                             0                0     0
##   727.4                           0                0     0
##   791.333333333333                0                0     0
##   840.5                           0                0     0
##   855                             0                0     0
##                   
## dat_pred           313.666666666667 324 327.5 333.8 346.333333333333 353
##   8                               0   0     0     0                0   0
##   11                              0   0     0     0                0   0
##   13                              0   0     0     0                0   0
##   16.3333333333333                0   0     0     0                0   0
##   17                              0   0     0     0                0   0
##   18                              0   0     0     0                0   0
##   20.5                            0   0     0     0                0   0
##   23                              0   0     0     0                0   0
##   24                              0   0     0     0                0   0
##   25.5                            0   0     0     0                0   0
##   32                              0   0     0     0                0   0
##   34                              0   0     0     0                0   0
##   38                              0   0     0     0                0   0
##   38.4285714285714                0   0     0     0                0   0
##   43.2857142857143                0   0     0     0                0   0
##   43.4                            0   0     0     0                0   0
##   44.6666666666667                0   0     0     0                0   0
##   45                              0   0     0     0                0   0
##   47                              0   0     0     0                0   0
##   55                              0   0     0     0                0   0
##   57.5                            0   0     0     0                0   0
##   58                              0   0     0     0                0   0
##   60.6666666666667                0   0     0     0                0   0
##   65                              0   0     0     0                0   0
##   73                              0   0     0     0                0   0
##   74                              0   0     0     0                0   0
##   75.5                            0   0     0     0                0   0
##   76.25                           0   0     0     0                0   0
##   77                              0   0     0     0                0   0
##   78.2                            0   0     0     0                0   0
##   80                              0   0     0     0                0   0
##   81                              0   0     0     0                0   0
##   81.5                            0   0     0     0                0   0
##   87                              0   0     0     0                0   0
##   88                              0   0     0     0                0   0
##   90                              0   0     0     0                0   0
##   91                              0   0     0     0                0   0
##   98                              0   0     0     0                0   0
##   102.5                           0   0     0     0                0   0
##   107                             0   0     0     0                0   0
##   111                             0   0     0     0                0   0
##   112.8                           0   0     0     0                0   0
##   115.5                           0   0     0     0                0   0
##   117.1                           0   0     0     0                0   0
##   117.166666666667                0   0     0     0                0   0
##   118                             0   0     0     0                0   0
##   121                             0   0     0     0                0   0
##   123.555555555556                0   0     0     0                0   0
##   128                             0   0     0     0                0   0
##   128.571428571429                0   0     0     0                0   0
##   128.666666666667                0   0     0     0                0   0
##   129                             0   0     0     0                0   0
##   132.25                          0   0     0     0                0   0
##   144                             0   0     0     0                0   0
##   152                             0   0     0     0                0   0
##   152.25                          0   0     0     0                0   0
##   153.285714285714                0   0     0     0                0   0
##   154                             0   0     0     0                0   0
##   155                             0   0     0     0                0   0
##   157.6                           0   0     0     0                0   0
##   158.25                          0   0     0     0                0   0
##   163                             0   0     0     0                0   0
##   168.5                           0   0     0     0                0   0
##   171                             0   0     0     0                0   0
##   180                             0   0     0     0                0   0
##   180.5                           0   0     0     0                0   0
##   183.333333333333                0   0     0     0                0   0
##   187                             0   0     0     0                0   0
##   188                             0   0     0     0                0   0
##   200.25                          0   0     0     0                0   0
##   204.8                           0   0     0     0                0   0
##   206.333333333333                0   0     0     0                0   0
##   212                             0   0     0     0                0   0
##   213.875                         0   0     0     0                0   0
##   215.714285714286                0   0     0     0                0   0
##   220.5                           0   0     0     0                0   0
##   221.666666666667                0   0     0     0                0   0
##   223                             0   0     0     0                0   0
##   231                             0   0     0     0                0   0
##   232.111111111111                0   0     0     0                0   0
##   238                             0   0     0     0                0   0
##   241                             0   0     0     0                0   0
##   251.75                          0   0     0     0                0   0
##   253.333333333333                0   0     0     0                0   0
##   254.666666666667                0   0     0     0                0   0
##   263                             0   0     0     0                0   0
##   264.833333333333                0   0     0     0                0   0
##   266                             0   0     0     0                0   0
##   273.833333333333                0   0     0     0                0   0
##   274                             0   0     0     0                0   0
##   274.5                           0   0     0     0                0   0
##   281.333333333333                0   0     0     0                0   0
##   283.875                         0   0     0     0                0   0
##   285.75                          0   0     0     0                0   0
##   291.2                           0   0     0     0                0   0
##   294.5                           0   0     0     0                0   0
##   295.5                           0   0     0     0                0   0
##   298                             0   0     0     0                0   0
##   300.5                           0   0     0     0                0   0
##   311.333333333333                0   0     0     0                0   0
##   313                             1   0     0     0                0   0
##   316                             0   0     0     0                0   0
##   319.5                           0   0     0     0                0   0
##   325.5                           0   1     1     0                0   0
##   327                             0   0     0     0                0   0
##   329                             0   0     0     0                0   0
##   332                             0   0     0     1                0   0
##   337.333333333333                0   0     0     0                0   0
##   341                             0   0     0     0                0   0
##   344                             0   0     0     0                0   0
##   345                             0   0     0     0                0   0
##   347                             0   0     0     0                1   0
##   351.8                           0   0     0     0                0   1
##   366.666666666667                0   0     0     0                0   0
##   367                             0   0     0     0                0   0
##   377.428571428571                0   0     0     0                0   0
##   381                             0   0     0     0                0   0
##   381.5                           0   0     0     0                0   0
##   408.833333333333                0   0     0     0                0   0
##   421.2                           0   0     0     0                0   0
##   422.666666666667                0   0     0     0                0   0
##   426.333333333333                0   0     0     0                0   0
##   429.333333333333                0   0     0     0                0   0
##   434.2                           0   0     0     0                0   0
##   438.333333333333                0   0     0     0                0   0
##   454                             0   0     0     0                0   0
##   460.333333333333                0   0     0     0                0   0
##   463                             0   0     0     0                0   0
##   468.714285714286                0   0     0     0                0   0
##   469                             0   0     0     0                0   0
##   469.166666666667                0   0     0     0                0   0
##   472.25                          0   0     0     0                0   0
##   480.333333333333                0   0     0     0                0   0
##   482.75                          0   0     0     0                0   0
##   488                             0   0     0     0                0   0
##   496.75                          0   0     0     0                0   0
##   502.25                          0   0     0     0                0   0
##   503.6                           0   0     0     0                0   0
##   508                             0   0     0     0                0   0
##   510.833333333333                0   0     0     0                0   0
##   518.6                           0   0     0     0                0   0
##   527                             0   0     0     0                0   0
##   538                             0   0     0     0                0   0
##   543.4                           0   0     0     0                0   0
##   545.142857142857                0   0     0     0                0   0
##   562.2                           0   0     0     0                0   0
##   569                             0   0     0     0                0   0
##   570.9                           0   0     0     0                0   0
##   576.5                           0   0     0     0                0   0
##   580.6                           0   0     0     0                0   0
##   581.875                         0   0     0     0                0   0
##   583.9                           0   0     0     0                0   0
##   588.142857142857                0   0     0     0                0   0
##   591.166666666667                0   0     0     0                0   0
##   592.333333333333                0   0     0     0                0   0
##   616                             0   0     0     0                0   0
##   617.25                          0   0     0     0                0   0
##   618                             0   0     0     0                0   0
##   623.5                           0   0     0     0                0   0
##   626.666666666667                0   0     0     0                0   0
##   645.5                           0   0     0     0                0   0
##   673.25                          0   0     0     0                0   0
##   680.6                           0   0     0     0                0   0
##   688.25                          0   0     0     0                0   0
##   697.8                           0   0     0     0                0   0
##   719                             0   0     0     0                0   0
##   721                             0   0     0     0                0   0
##   727.4                           0   0     0     0                0   0
##   791.333333333333                0   0     0     0                0   0
##   840.5                           0   0     0     0                0   0
##   855                             0   0     0     0                0   0
##                   
## dat_pred           359.75 361 364.6 366.5 372 375 404 449.222222222222 476
##   8                     0   0     0     0   0   0   0                0   0
##   11                    0   0     0     0   0   0   0                0   0
##   13                    0   0     0     0   0   0   0                0   0
##   16.3333333333333      0   0     0     0   0   0   0                0   0
##   17                    0   0     0     0   0   0   0                0   0
##   18                    0   0     0     0   0   0   0                0   0
##   20.5                  0   0     0     0   0   0   0                0   0
##   23                    0   0     0     0   0   0   0                0   0
##   24                    0   0     0     0   0   0   0                0   0
##   25.5                  0   0     0     0   0   0   0                0   0
##   32                    0   0     0     0   0   0   0                0   0
##   34                    0   0     0     0   0   0   0                0   0
##   38                    0   0     0     0   0   0   0                0   0
##   38.4285714285714      0   0     0     0   0   0   0                0   0
##   43.2857142857143      0   0     0     0   0   0   0                0   0
##   43.4                  0   0     0     0   0   0   0                0   0
##   44.6666666666667      0   0     0     0   0   0   0                0   0
##   45                    0   0     0     0   0   0   0                0   0
##   47                    0   0     0     0   0   0   0                0   0
##   55                    0   0     0     0   0   0   0                0   0
##   57.5                  0   0     0     0   0   0   0                0   0
##   58                    0   0     0     0   0   0   0                0   0
##   60.6666666666667      0   0     0     0   0   0   0                0   0
##   65                    0   0     0     0   0   0   0                0   0
##   73                    0   0     0     0   0   0   0                0   0
##   74                    0   0     0     0   0   0   0                0   0
##   75.5                  0   0     0     0   0   0   0                0   0
##   76.25                 0   0     0     0   0   0   0                0   0
##   77                    0   0     0     0   0   0   0                0   0
##   78.2                  0   0     0     0   0   0   0                0   0
##   80                    0   0     0     0   0   0   0                0   0
##   81                    0   0     0     0   0   0   0                0   0
##   81.5                  0   0     0     0   0   0   0                0   0
##   87                    0   0     0     0   0   0   0                0   0
##   88                    0   0     0     0   0   0   0                0   0
##   90                    0   0     0     0   0   0   0                0   0
##   91                    0   0     0     0   0   0   0                0   0
##   98                    0   0     0     0   0   0   0                0   0
##   102.5                 0   0     0     0   0   0   0                0   0
##   107                   0   0     0     0   0   0   0                0   0
##   111                   0   0     0     0   0   0   0                0   0
##   112.8                 0   0     0     0   0   0   0                0   0
##   115.5                 0   0     0     0   0   0   0                0   0
##   117.1                 0   0     0     0   0   0   0                0   0
##   117.166666666667      0   0     0     0   0   0   0                0   0
##   118                   0   0     0     0   0   0   0                0   0
##   121                   0   0     0     0   0   0   0                0   0
##   123.555555555556      0   0     0     0   0   0   0                0   0
##   128                   0   0     0     0   0   0   0                0   0
##   128.571428571429      0   0     0     0   0   0   0                0   0
##   128.666666666667      0   0     0     0   0   0   0                0   0
##   129                   0   0     0     0   0   0   0                0   0
##   132.25                0   0     0     0   0   0   0                0   0
##   144                   0   0     0     0   0   0   0                0   0
##   152                   0   0     0     0   0   0   0                0   0
##   152.25                0   0     0     0   0   0   0                0   0
##   153.285714285714      0   0     0     0   0   0   0                0   0
##   154                   0   0     0     0   0   0   0                0   0
##   155                   0   0     0     0   0   0   0                0   0
##   157.6                 0   0     0     0   0   0   0                0   0
##   158.25                0   0     0     0   0   0   0                0   0
##   163                   0   0     0     0   0   0   0                0   0
##   168.5                 0   0     0     0   0   0   0                0   0
##   171                   0   0     0     0   0   0   0                0   0
##   180                   0   0     0     0   0   0   0                0   0
##   180.5                 0   0     0     0   0   0   0                0   0
##   183.333333333333      0   0     0     0   0   0   0                0   0
##   187                   0   0     0     0   0   0   0                0   0
##   188                   0   0     0     0   0   0   0                0   0
##   200.25                0   0     0     0   0   0   0                0   0
##   204.8                 0   0     0     0   0   0   0                0   0
##   206.333333333333      0   0     0     0   0   0   0                0   0
##   212                   0   0     0     0   0   0   0                0   0
##   213.875               0   0     0     0   0   0   0                0   0
##   215.714285714286      0   0     0     0   0   0   0                0   0
##   220.5                 0   0     0     0   0   0   0                0   0
##   221.666666666667      0   0     0     0   0   0   0                0   0
##   223                   0   0     0     0   0   0   0                0   0
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##   283.875               0   0     0     0   0   0   0                0   0
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##   367                   1   0     0     1   0   0   0                0   0
##   377.428571428571      0   0     0     0   1   1   0                0   0
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##   469.166666666667      0   0     0     0   0   0   0                0   0
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##   480.333333333333      0   0     0     0   0   0   0                0   0
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##   510.833333333333      0   0     0     0   0   0   0                0   0
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##   538                   0   0     0     0   0   0   0                0   0
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##   545.142857142857      0   0     0     0   0   0   0                0   0
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##   570.9                 0   0     0     0   0   0   0                0   0
##   576.5                 0   0     0     0   0   0   0                0   0
##   580.6                 0   0     0     0   0   0   0                0   0
##   581.875               0   0     0     0   0   0   0                0   0
##   583.9                 0   0     0     0   0   0   0                0   0
##   588.142857142857      0   0     0     0   0   0   0                0   0
##   591.166666666667      0   0     0     0   0   0   0                0   0
##   592.333333333333      0   0     0     0   0   0   0                0   0
##   616                   0   0     0     0   0   0   0                0   0
##   617.25                0   0     0     0   0   0   0                0   0
##   618                   0   0     0     0   0   0   0                0   0
##   623.5                 0   0     0     0   0   0   0                0   0
##   626.666666666667      0   0     0     0   0   0   0                0   0
##   645.5                 0   0     0     0   0   0   0                0   0
##   673.25                0   0     0     0   0   0   0                0   0
##   680.6                 0   0     0     0   0   0   0                0   0
##   688.25                0   0     0     0   0   0   0                0   0
##   697.8                 0   0     0     0   0   0   0                0   0
##   719                   0   0     0     0   0   0   0                0   0
##   721                   0   0     0     0   0   0   0                0   0
##   727.4                 0   0     0     0   0   0   0                0   0
##   791.333333333333      0   0     0     0   0   0   0                0   0
##   840.5                 0   0     0     0   0   0   0                0   0
##   855                   0   0     0     0   0   0   0                0   0
##                   
## dat_pred           486.333333333333 508.8 534.666666666667
##   8                               0     0                0
##   11                              0     0                0
##   13                              0     0                0
##   16.3333333333333                0     0                0
##   17                              0     0                0
##   18                              0     0                0
##   20.5                            0     0                0
##   23                              0     0                0
##   24                              0     0                0
##   25.5                            0     0                0
##   32                              0     0                0
##   34                              0     0                0
##   38                              0     0                0
##   38.4285714285714                0     0                0
##   43.2857142857143                0     0                0
##   43.4                            0     0                0
##   44.6666666666667                0     0                0
##   45                              0     0                0
##   47                              0     0                0
##   55                              0     0                0
##   57.5                            0     0                0
##   58                              0     0                0
##   60.6666666666667                0     0                0
##   65                              0     0                0
##   73                              0     0                0
##   74                              0     0                0
##   75.5                            0     0                0
##   76.25                           0     0                0
##   77                              0     0                0
##   78.2                            0     0                0
##   80                              0     0                0
##   81                              0     0                0
##   81.5                            0     0                0
##   87                              0     0                0
##   88                              0     0                0
##   90                              0     0                0
##   91                              0     0                0
##   98                              0     0                0
##   102.5                           0     0                0
##   107                             0     0                0
##   111                             0     0                0
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##   115.5                           0     0                0
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##   121                             0     0                0
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##   180                             0     0                0
##   180.5                           0     0                0
##   183.333333333333                0     0                0
##   187                             0     0                0
##   188                             0     0                0
##   200.25                          0     0                0
##   204.8                           0     0                0
##   206.333333333333                0     0                0
##   212                             0     0                0
##   213.875                         0     0                0
##   215.714285714286                0     0                0
##   220.5                           0     0                0
##   221.666666666667                0     0                0
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##   241                             0     0                0
##   251.75                          0     0                0
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##   264.833333333333                0     0                0
##   266                             0     0                0
##   273.833333333333                0     0                0
##   274                             0     0                0
##   274.5                           0     0                0
##   281.333333333333                0     0                0
##   283.875                         0     0                0
##   285.75                          0     0                0
##   291.2                           0     0                0
##   294.5                           0     0                0
##   295.5                           0     0                0
##   298                             0     0                0
##   300.5                           0     0                0
##   311.333333333333                0     0                0
##   313                             0     0                0
##   316                             0     0                0
##   319.5                           0     0                0
##   325.5                           0     0                0
##   327                             0     0                0
##   329                             0     0                0
##   332                             0     0                0
##   337.333333333333                0     0                0
##   341                             0     0                0
##   344                             0     0                0
##   345                             0     0                0
##   347                             0     0                0
##   351.8                           0     0                0
##   366.666666666667                0     0                0
##   367                             0     0                0
##   377.428571428571                0     0                0
##   381                             0     0                0
##   381.5                           0     0                0
##   408.833333333333                0     0                0
##   421.2                           0     0                0
##   422.666666666667                0     0                0
##   426.333333333333                0     0                0
##   429.333333333333                0     0                0
##   434.2                           0     0                0
##   438.333333333333                0     0                0
##   454                             0     0                0
##   460.333333333333                0     0                0
##   463                             0     0                0
##   468.714285714286                0     0                0
##   469                             0     0                0
##   469.166666666667                0     0                0
##   472.25                          0     0                0
##   480.333333333333                0     0                0
##   482.75                          1     0                0
##   488                             0     0                0
##   496.75                          0     0                0
##   502.25                          0     0                0
##   503.6                           0     0                0
##   508                             0     1                0
##   510.833333333333                0     0                0
##   518.6                           0     0                0
##   527                             0     0                0
##   538                             0     0                0
##   543.4                           0     0                1
##   545.142857142857                0     0                0
##   562.2                           0     0                0
##   569                             0     0                0
##   570.9                           0     0                0
##   576.5                           0     0                0
##   580.6                           0     0                0
##   581.875                         0     0                0
##   583.9                           0     0                0
##   588.142857142857                0     0                0
##   591.166666666667                0     0                0
##   592.333333333333                0     0                0
##   616                             0     0                0
##   617.25                          0     0                0
##   618                             0     0                0
##   623.5                           0     0                0
##   626.666666666667                0     0                0
##   645.5                           0     0                0
##   673.25                          0     0                0
##   680.6                           0     0                0
##   688.25                          0     0                0
##   697.8                           0     0                0
##   719                             0     0                0
##   721                             0     0                0
##   727.4                           0     0                0
##   791.333333333333                0     0                0
##   840.5                           0     0                0
##   855                             0     0                0
##                   
## dat_pred           540.428571428571 543.666666666667 584.166666666667 593
##   8                               0                0                0   0
##   11                              0                0                0   0
##   13                              0                0                0   0
##   16.3333333333333                0                0                0   0
##   17                              0                0                0   0
##   18                              0                0                0   0
##   20.5                            0                0                0   0
##   23                              0                0                0   0
##   24                              0                0                0   0
##   25.5                            0                0                0   0
##   32                              0                0                0   0
##   34                              0                0                0   0
##   38                              0                0                0   0
##   38.4285714285714                0                0                0   0
##   43.2857142857143                0                0                0   0
##   43.4                            0                0                0   0
##   44.6666666666667                0                0                0   0
##   45                              0                0                0   0
##   47                              0                0                0   0
##   55                              0                0                0   0
##   57.5                            0                0                0   0
##   58                              0                0                0   0
##   60.6666666666667                0                0                0   0
##   65                              0                0                0   0
##   73                              0                0                0   0
##   74                              0                0                0   0
##   75.5                            0                0                0   0
##   76.25                           0                0                0   0
##   77                              0                0                0   0
##   78.2                            0                0                0   0
##   80                              0                0                0   0
##   81                              0                0                0   0
##   81.5                            0                0                0   0
##   87                              0                0                0   0
##   88                              0                0                0   0
##   90                              0                0                0   0
##   91                              0                0                0   0
##   98                              0                0                0   0
##   102.5                           0                0                0   0
##   107                             0                0                0   0
##   111                             0                0                0   0
##   112.8                           0                0                0   0
##   115.5                           0                0                0   0
##   117.1                           0                0                0   0
##   117.166666666667                0                0                0   0
##   118                             0                0                0   0
##   121                             0                0                0   0
##   123.555555555556                0                0                0   0
##   128                             0                0                0   0
##   128.571428571429                0                0                0   0
##   128.666666666667                0                0                0   0
##   129                             0                0                0   0
##   132.25                          0                0                0   0
##   144                             0                0                0   0
##   152                             0                0                0   0
##   152.25                          0                0                0   0
##   153.285714285714                0                0                0   0
##   154                             0                0                0   0
##   155                             0                0                0   0
##   157.6                           0                0                0   0
##   158.25                          0                0                0   0
##   163                             0                0                0   0
##   168.5                           0                0                0   0
##   171                             0                0                0   0
##   180                             0                0                0   0
##   180.5                           0                0                0   0
##   183.333333333333                0                0                0   0
##   187                             0                0                0   0
##   188                             0                0                0   0
##   200.25                          0                0                0   0
##   204.8                           0                0                0   0
##   206.333333333333                0                0                0   0
##   212                             0                0                0   0
##   213.875                         0                0                0   0
##   215.714285714286                0                0                0   0
##   220.5                           0                0                0   0
##   221.666666666667                0                0                0   0
##   223                             0                0                0   0
##   231                             0                0                0   0
##   232.111111111111                0                0                0   0
##   238                             0                0                0   0
##   241                             0                0                0   0
##   251.75                          0                0                0   0
##   253.333333333333                0                0                0   0
##   254.666666666667                0                0                0   0
##   263                             0                0                0   0
##   264.833333333333                0                0                0   0
##   266                             0                0                0   0
##   273.833333333333                0                0                0   0
##   274                             0                0                0   0
##   274.5                           0                0                0   0
##   281.333333333333                0                0                0   0
##   283.875                         0                0                0   0
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##   291.2                           0                0                0   0
##   294.5                           0                0                0   0
##   295.5                           0                0                0   0
##   298                             0                0                0   0
##   300.5                           0                0                0   0
##   311.333333333333                0                0                0   0
##   313                             0                0                0   0
##   316                             0                0                0   0
##   319.5                           0                0                0   0
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##   329                             0                0                0   0
##   332                             0                0                0   0
##   337.333333333333                0                0                0   0
##   341                             0                0                0   0
##   344                             0                0                0   0
##   345                             0                0                0   0
##   347                             0                0                0   0
##   351.8                           0                0                0   0
##   366.666666666667                0                0                0   0
##   367                             0                0                0   0
##   377.428571428571                0                0                0   0
##   381                             0                0                0   0
##   381.5                           0                0                0   0
##   408.833333333333                0                0                0   0
##   421.2                           0                0                0   0
##   422.666666666667                0                0                0   0
##   426.333333333333                0                0                0   0
##   429.333333333333                0                0                0   0
##   434.2                           0                0                0   0
##   438.333333333333                0                0                0   0
##   454                             0                0                0   0
##   460.333333333333                0                0                0   0
##   463                             0                0                0   0
##   468.714285714286                0                0                0   0
##   469                             0                0                0   0
##   469.166666666667                0                0                0   0
##   472.25                          0                0                0   0
##   480.333333333333                0                0                0   0
##   482.75                          0                0                0   0
##   488                             0                0                0   0
##   496.75                          0                0                0   0
##   502.25                          0                0                0   0
##   503.6                           0                0                0   0
##   508                             0                0                0   0
##   510.833333333333                0                0                0   0
##   518.6                           0                0                0   0
##   527                             0                0                0   0
##   538                             0                1                0   0
##   543.4                           1                0                0   0
##   545.142857142857                0                0                0   0
##   562.2                           0                0                0   0
##   569                             0                0                0   0
##   570.9                           0                0                0   0
##   576.5                           0                0                0   0
##   580.6                           0                0                0   0
##   581.875                         0                0                0   0
##   583.9                           0                0                1   0
##   588.142857142857                0                0                0   0
##   591.166666666667                0                0                0   1
##   592.333333333333                0                0                0   0
##   616                             0                0                0   0
##   617.25                          0                0                0   0
##   618                             0                0                0   0
##   623.5                           0                0                0   0
##   626.666666666667                0                0                0   0
##   645.5                           0                0                0   0
##   673.25                          0                0                0   0
##   680.6                           0                0                0   0
##   688.25                          0                0                0   0
##   697.8                           0                0                0   0
##   719                             0                0                0   0
##   721                             0                0                0   0
##   727.4                           0                0                0   0
##   791.333333333333                0                0                0   0
##   840.5                           0                0                0   0
##   855                             0                0                0   0
##                   
## dat_pred           603.4 631.6 631.888888888889 659.142857142857
##   8                    0     0                0                0
##   11                   0     0                0                0
##   13                   0     0                0                0
##   16.3333333333333     0     0                0                0
##   17                   0     0                0                0
##   18                   0     0                0                0
##   20.5                 0     0                0                0
##   23                   0     0                0                0
##   24                   0     0                0                0
##   25.5                 0     0                0                0
##   32                   0     0                0                0
##   34                   0     0                0                0
##   38                   0     0                0                0
##   38.4285714285714     0     0                0                0
##   43.2857142857143     0     0                0                0
##   43.4                 0     0                0                0
##   44.6666666666667     0     0                0                0
##   45                   0     0                0                0
##   47                   0     0                0                0
##   55                   0     0                0                0
##   57.5                 0     0                0                0
##   58                   0     0                0                0
##   60.6666666666667     0     0                0                0
##   65                   0     0                0                0
##   73                   0     0                0                0
##   74                   0     0                0                0
##   75.5                 0     0                0                0
##   76.25                0     0                0                0
##   77                   0     0                0                0
##   78.2                 0     0                0                0
##   80                   0     0                0                0
##   81                   0     0                0                0
##   81.5                 0     0                0                0
##   87                   0     0                0                0
##   88                   0     0                0                0
##   90                   0     0                0                0
##   91                   0     0                0                0
##   98                   0     0                0                0
##   102.5                0     0                0                0
##   107                  0     0                0                0
##   111                  0     0                0                0
##   112.8                0     0                0                0
##   115.5                0     0                0                0
##   117.1                0     0                0                0
##   117.166666666667     0     0                0                0
##   118                  0     0                0                0
##   121                  0     0                0                0
##   123.555555555556     0     0                0                0
##   128                  0     0                0                0
##   128.571428571429     0     0                0                0
##   128.666666666667     0     0                0                0
##   129                  0     0                0                0
##   132.25               0     0                0                0
##   144                  0     0                0                0
##   152                  0     0                0                0
##   152.25               0     0                0                0
##   153.285714285714     0     0                0                0
##   154                  0     0                0                0
##   155                  0     0                0                0
##   157.6                0     0                0                0
##   158.25               0     0                0                0
##   163                  0     0                0                0
##   168.5                0     0                0                0
##   171                  0     0                0                0
##   180                  0     0                0                0
##   180.5                0     0                0                0
##   183.333333333333     0     0                0                0
##   187                  0     0                0                0
##   188                  0     0                0                0
##   200.25               0     0                0                0
##   204.8                0     0                0                0
##   206.333333333333     0     0                0                0
##   212                  0     0                0                0
##   213.875              0     0                0                0
##   215.714285714286     0     0                0                0
##   220.5                0     0                0                0
##   221.666666666667     0     0                0                0
##   223                  0     0                0                0
##   231                  0     0                0                0
##   232.111111111111     0     0                0                0
##   238                  0     0                0                0
##   241                  0     0                0                0
##   251.75               0     0                0                0
##   253.333333333333     0     0                0                0
##   254.666666666667     0     0                0                0
##   263                  0     0                0                0
##   264.833333333333     0     0                0                0
##   266                  0     0                0                0
##   273.833333333333     0     0                0                0
##   274                  0     0                0                0
##   274.5                0     0                0                0
##   281.333333333333     0     0                0                0
##   283.875              0     0                0                0
##   285.75               0     0                0                0
##   291.2                0     0                0                0
##   294.5                0     0                0                0
##   295.5                0     0                0                0
##   298                  0     0                0                0
##   300.5                0     0                0                0
##   311.333333333333     0     0                0                0
##   313                  0     0                0                0
##   316                  0     0                0                0
##   319.5                0     0                0                0
##   325.5                0     0                0                0
##   327                  0     0                0                0
##   329                  0     0                0                0
##   332                  0     0                0                0
##   337.333333333333     0     0                0                0
##   341                  0     0                0                0
##   344                  0     0                0                0
##   345                  0     0                0                0
##   347                  0     0                0                0
##   351.8                0     0                0                0
##   366.666666666667     0     0                0                0
##   367                  0     0                0                0
##   377.428571428571     0     0                0                0
##   381                  0     0                0                0
##   381.5                0     0                0                0
##   408.833333333333     0     0                0                0
##   421.2                0     0                0                0
##   422.666666666667     0     0                0                0
##   426.333333333333     0     0                0                0
##   429.333333333333     0     0                0                0
##   434.2                0     0                0                0
##   438.333333333333     0     0                0                0
##   454                  0     0                0                0
##   460.333333333333     0     0                0                0
##   463                  0     0                0                0
##   468.714285714286     0     0                0                0
##   469                  0     0                0                0
##   469.166666666667     0     0                0                0
##   472.25               0     0                0                0
##   480.333333333333     0     0                0                0
##   482.75               0     0                0                0
##   488                  0     0                0                0
##   496.75               0     0                0                0
##   502.25               0     0                0                0
##   503.6                0     0                0                0
##   508                  0     0                0                0
##   510.833333333333     0     0                0                0
##   518.6                0     0                0                0
##   527                  0     0                0                0
##   538                  0     0                0                0
##   543.4                0     0                0                0
##   545.142857142857     0     0                0                0
##   562.2                0     0                0                0
##   569                  0     0                0                0
##   570.9                0     0                0                0
##   576.5                0     0                0                0
##   580.6                0     0                0                0
##   581.875              0     0                0                0
##   583.9                0     0                0                0
##   588.142857142857     0     0                0                0
##   591.166666666667     0     0                0                0
##   592.333333333333     1     0                0                0
##   616                  0     0                0                0
##   617.25               0     0                0                0
##   618                  0     0                0                0
##   623.5                0     1                0                0
##   626.666666666667     0     0                0                0
##   645.5                0     0                1                1
##   673.25               0     0                0                0
##   680.6                0     0                0                0
##   688.25               0     0                0                0
##   697.8                0     0                0                0
##   719                  0     0                0                0
##   721                  0     0                0                0
##   727.4                0     0                0                0
##   791.333333333333     0     0                0                0
##   840.5                0     0                0                0
##   855                  0     0                0                0
##                   
## dat_pred           666.666666666667 680 698 730 781 798 803.2
##   8                               0   0   0   0   0   0     0
##   11                              0   0   0   0   0   0     0
##   13                              0   0   0   0   0   0     0
##   16.3333333333333                0   0   0   0   0   0     0
##   17                              0   0   0   0   0   0     0
##   18                              0   0   0   0   0   0     0
##   20.5                            0   0   0   0   0   0     0
##   23                              0   0   0   0   0   0     0
##   24                              0   0   0   0   0   0     0
##   25.5                            0   0   0   0   0   0     0
##   32                              0   0   0   0   0   0     0
##   34                              0   0   0   0   0   0     0
##   38                              0   0   0   0   0   0     0
##   38.4285714285714                0   0   0   0   0   0     0
##   43.2857142857143                0   0   0   0   0   0     0
##   43.4                            0   0   0   0   0   0     0
##   44.6666666666667                0   0   0   0   0   0     0
##   45                              0   0   0   0   0   0     0
##   47                              0   0   0   0   0   0     0
##   55                              0   0   0   0   0   0     0
##   57.5                            0   0   0   0   0   0     0
##   58                              0   0   0   0   0   0     0
##   60.6666666666667                0   0   0   0   0   0     0
##   65                              0   0   0   0   0   0     0
##   73                              0   0   0   0   0   0     0
##   74                              0   0   0   0   0   0     0
##   75.5                            0   0   0   0   0   0     0
##   76.25                           0   0   0   0   0   0     0
##   77                              0   0   0   0   0   0     0
##   78.2                            0   0   0   0   0   0     0
##   80                              0   0   0   0   0   0     0
##   81                              0   0   0   0   0   0     0
##   81.5                            0   0   0   0   0   0     0
##   87                              0   0   0   0   0   0     0
##   88                              0   0   0   0   0   0     0
##   90                              0   0   0   0   0   0     0
##   91                              0   0   0   0   0   0     0
##   98                              0   0   0   0   0   0     0
##   102.5                           0   0   0   0   0   0     0
##   107                             0   0   0   0   0   0     0
##   111                             0   0   0   0   0   0     0
##   112.8                           0   0   0   0   0   0     0
##   115.5                           0   0   0   0   0   0     0
##   117.1                           0   0   0   0   0   0     0
##   117.166666666667                0   0   0   0   0   0     0
##   118                             0   0   0   0   0   0     0
##   121                             0   0   0   0   0   0     0
##   123.555555555556                0   0   0   0   0   0     0
##   128                             0   0   0   0   0   0     0
##   128.571428571429                0   0   0   0   0   0     0
##   128.666666666667                0   0   0   0   0   0     0
##   129                             0   0   0   0   0   0     0
##   132.25                          0   0   0   0   0   0     0
##   144                             0   0   0   0   0   0     0
##   152                             0   0   0   0   0   0     0
##   152.25                          0   0   0   0   0   0     0
##   153.285714285714                0   0   0   0   0   0     0
##   154                             0   0   0   0   0   0     0
##   155                             0   0   0   0   0   0     0
##   157.6                           0   0   0   0   0   0     0
##   158.25                          0   0   0   0   0   0     0
##   163                             0   0   0   0   0   0     0
##   168.5                           0   0   0   0   0   0     0
##   171                             0   0   0   0   0   0     0
##   180                             0   0   0   0   0   0     0
##   180.5                           0   0   0   0   0   0     0
##   183.333333333333                0   0   0   0   0   0     0
##   187                             0   0   0   0   0   0     0
##   188                             0   0   0   0   0   0     0
##   200.25                          0   0   0   0   0   0     0
##   204.8                           0   0   0   0   0   0     0
##   206.333333333333                0   0   0   0   0   0     0
##   212                             0   0   0   0   0   0     0
##   213.875                         0   0   0   0   0   0     0
##   215.714285714286                0   0   0   0   0   0     0
##   220.5                           0   0   0   0   0   0     0
##   221.666666666667                0   0   0   0   0   0     0
##   223                             0   0   0   0   0   0     0
##   231                             0   0   0   0   0   0     0
##   232.111111111111                0   0   0   0   0   0     0
##   238                             0   0   0   0   0   0     0
##   241                             0   0   0   0   0   0     0
##   251.75                          0   0   0   0   0   0     0
##   253.333333333333                0   0   0   0   0   0     0
##   254.666666666667                0   0   0   0   0   0     0
##   263                             0   0   0   0   0   0     0
##   264.833333333333                0   0   0   0   0   0     0
##   266                             0   0   0   0   0   0     0
##   273.833333333333                0   0   0   0   0   0     0
##   274                             0   0   0   0   0   0     0
##   274.5                           0   0   0   0   0   0     0
##   281.333333333333                0   0   0   0   0   0     0
##   283.875                         0   0   0   0   0   0     0
##   285.75                          0   0   0   0   0   0     0
##   291.2                           0   0   0   0   0   0     0
##   294.5                           0   0   0   0   0   0     0
##   295.5                           0   0   0   0   0   0     0
##   298                             0   0   0   0   0   0     0
##   300.5                           0   0   0   0   0   0     0
##   311.333333333333                0   0   0   0   0   0     0
##   313                             0   0   0   0   0   0     0
##   316                             0   0   0   0   0   0     0
##   319.5                           0   0   0   0   0   0     0
##   325.5                           0   0   0   0   0   0     0
##   327                             0   0   0   0   0   0     0
##   329                             0   0   0   0   0   0     0
##   332                             0   0   0   0   0   0     0
##   337.333333333333                0   0   0   0   0   0     0
##   341                             0   0   0   0   0   0     0
##   344                             0   0   0   0   0   0     0
##   345                             0   0   0   0   0   0     0
##   347                             0   0   0   0   0   0     0
##   351.8                           0   0   0   0   0   0     0
##   366.666666666667                0   0   0   0   0   0     0
##   367                             0   0   0   0   0   0     0
##   377.428571428571                0   0   0   0   0   0     0
##   381                             0   0   0   0   0   0     0
##   381.5                           0   0   0   0   0   0     0
##   408.833333333333                0   0   0   0   0   0     0
##   421.2                           0   0   0   0   0   0     0
##   422.666666666667                0   0   0   0   0   0     0
##   426.333333333333                0   0   0   0   0   0     0
##   429.333333333333                0   0   0   0   0   0     0
##   434.2                           0   0   0   0   0   0     0
##   438.333333333333                0   0   0   0   0   0     0
##   454                             0   0   0   0   0   0     0
##   460.333333333333                0   0   0   0   0   0     0
##   463                             0   0   0   0   0   0     0
##   468.714285714286                0   0   0   0   0   0     0
##   469                             0   0   0   0   0   0     0
##   469.166666666667                0   0   0   0   0   0     0
##   472.25                          0   0   0   0   0   0     0
##   480.333333333333                0   0   0   0   0   0     0
##   482.75                          0   0   0   0   0   0     0
##   488                             0   0   0   0   0   0     0
##   496.75                          0   0   0   0   0   0     0
##   502.25                          0   0   0   0   0   0     0
##   503.6                           0   0   0   0   0   0     0
##   508                             0   0   0   0   0   0     0
##   510.833333333333                0   0   0   0   0   0     0
##   518.6                           0   0   0   0   0   0     0
##   527                             0   0   0   0   0   0     0
##   538                             0   0   0   0   0   0     0
##   543.4                           0   0   0   0   0   0     0
##   545.142857142857                0   0   0   0   0   0     0
##   562.2                           0   0   0   0   0   0     0
##   569                             0   0   0   0   0   0     0
##   570.9                           0   0   0   0   0   0     0
##   576.5                           0   0   0   0   0   0     0
##   580.6                           0   0   0   0   0   0     0
##   581.875                         0   0   0   0   0   0     0
##   583.9                           0   0   0   0   0   0     0
##   588.142857142857                0   0   0   0   0   0     0
##   591.166666666667                0   0   0   0   0   0     0
##   592.333333333333                0   0   0   0   0   0     0
##   616                             0   0   0   0   0   0     0
##   617.25                          0   0   0   0   0   0     0
##   618                             0   0   0   0   0   0     0
##   623.5                           0   0   0   0   0   0     0
##   626.666666666667                0   0   0   0   0   0     0
##   645.5                           1   0   0   0   0   0     0
##   673.25                          0   1   0   0   0   0     0
##   680.6                           0   0   0   0   0   0     0
##   688.25                          0   0   0   0   0   0     0
##   697.8                           0   0   1   0   0   0     0
##   719                             0   0   0   1   0   0     0
##   721                             0   0   0   0   0   0     0
##   727.4                           0   0   0   0   0   0     0
##   791.333333333333                0   0   0   0   1   0     1
##   840.5                           0   0   0   0   0   1     0
##   855                             0   0   0   0   0   0     0
plot(dat_pred)